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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import math\n",
      "import numpy as np\n",
      "from utilsP4 import *\n",
      "%matplotlib inline \n",
      "\n",
      "# Carreguem les dades de la borsa mitja\u00e7ant la funci\u00f3 loadStockData\n",
      "data={}\n",
      "#companies=['GOOG','MSFT','IBM','YHOO','FB']\n",
      "companies=['YHOO']\n",
      "for c in companies:\n",
      "    data[c]=loadStockData(c)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 1"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<b>La finestra lliscant:</b>\n",
      "Les finestres lliscants s\u00f3n l'eina m\u00e9s comuna per treballar sobre fluxos de dades. Donat que els fluxos de dades s\u00f3n virutalment infinits el que usualment es fa \u00e9s considerar el conjunt de dades finit de mostres anteriors a la que ens arriba al temps actual. \n",
      "\n",
      "<b>Exemple:</b> Considerem la finestra lliscant de mida W=8. Observeu que en verd es troben identificades les posicions que \u00e9s consideren per fer els c\u00e0lculs en el temps t i blau les posicions que \u00e9s consideren en el temps t+1.\n",
      "<table border=\"1\">\n",
      "<tr>\n",
      "<td>0.22</td>\n",
      "<td>0.88</td>\n",
      "<td>0.21</td>\n",
      "<td>0.41</td>\n",
      "<td>0.33</td>\n",
      "<td>0.41</td>\n",
      "<td>0.12</td>\n",
      "<td>0.43</td>\n",
      "<td>0.38</td>\n",
      "<td>0.22</td>\n",
      "\n",
      "</tr>\n",
      "<tr>\n",
      "<td></td>\n",
      "<td  bgcolor=\"#00FF00\">t-W+1 </td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\"></td>\n",
      "<td  bgcolor=\"#00FF00\">t-2</td>\n",
      "<td  bgcolor=\"#00FF00\">t-1</td>\n",
      "<td  bgcolor=\"#00FF00\">t</td>\n",
      "<td ></td>\n",
      "\n",
      "</tr>\n",
      "<tr>\n",
      "<td></td>\n",
      "<td></td>\n",
      "<td  bgcolor=\"#33FFFF\">t-W+2</td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\"></td>\n",
      "<td  bgcolor=\"#33FFFF\">t-1</td>\n",
      "<td  bgcolor=\"#33FFFF\">t</td>\n",
      "<td  bgcolor=\"#33FFFF\">t+1</td>\n",
      "</tr>\n",
      "</table>\n",
      "\n",
      "Amb aquesta consideraci\u00f3 es pot entendre que realitzar c\u00e0lculs sobre fluxos de dades t\u00e9 la seva dificultat i pot ser impossible de trobar solucions exactes sense emmagatzemar tot el flux. Tot i aix\u00f2 hi ha c\u00e0lculs que s\u00ed es poden realitzar de forma exacta nom\u00e9s considerant les dades que ens arriben. Un d'aquests c\u00e0lculs \u00e9s el de la mitjana aritm\u00e8tica.\n",
      "$$ \\bar{x} = \\frac{1}{W} \\sum_{i=t-W+1}^{t}x_i$$\n",
      "\n",
      "Observeu que en l'exemple anterior la mitjana en el temps t t\u00e9 un valor 0.39625 i la mitjana en el temps t+1 t\u00e9 un valor 0.31375.\n",
      "\n",
      "Com podeu apreciar a la formula de la mitjana aritm\u00e8tica, necessiteu guardar tot el flux de dades de la finestra t per el c\u00e0lcul de la mitjana en el temps t+1. <b> Penseu e implementeu un m\u00e8tode que ens permeti treure la mitjana en el temps t+1 a partir de la mitjana en el temps t.</b>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class SlidWin:\n",
      "    \"\"\"\n",
      "        Finestra lliscant que permet trobar la mitja d'una s\u00e8rie de dades de mida m\u00e0xima W_size.\n",
      "        Aquesta finestra lliscant recalcula la mitja amb les f\u00f2rmules d'increment i decrement que\n",
      "        es troben m\u00e9s abaix d'aquest fitxer.\n",
      "    \"\"\"\n",
      "    def __init__(self, W_size):\n",
      "        \"\"\"\n",
      "            Constructor que inicialitza els par\u00e0metres per la finestra lliscant.\n",
      "            param W_size Mida m\u00e0xima de la finestra lliscant.\n",
      "        \"\"\"\n",
      "        self.data = [] # dades\n",
      "        self.W_size = W_size # tamany de la finestra\n",
      "        self.length = 0 # length actual de la finestra\n",
      "        self.m = 0.0 # mitja de la finestra\n",
      "        \n",
      "    def add(self, x_t):\n",
      "        \"\"\"\n",
      "            Afegeix una nova dada a la finestra i retorna la mitja d'aquesta i el valor de l'accio:.\n",
      "            return \tnew_mean,  1  : si la mitja ha disminuit\n",
      "\t\t\t\t\tnew_mean, -1  : si la mitja ha augmentat\n",
      "        \"\"\"\n",
      "\n",
      "        if self.length < self.W_size:\n",
      "            self.length += 1\n",
      "        else:\n",
      "            self.data.remove(self.data[0])\n",
      "\n",
      "        self.data.append(x_t)\n",
      "        m = np.mean(self.data)\n",
      "\n",
      "        action = 0\n",
      "        if (m < self.m):\n",
      "            action = 1\n",
      "        else:\n",
      "            action = -1\n",
      "\n",
      "        self.mean = m\n",
      "\n",
      "        return self.mean, action"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# PROVA AMB DADES SINTETIQUES\n",
      "\n",
      "# Sliding window amb un tamany de finestra ==10\n",
      "method1 = SlidWin(10)\n",
      "# Sliding window amb un tamany de finestra ==50\n",
      "method2 = SlidWin(50)\n",
      "\n",
      "v=[] # Genera un mostra de 400 + 600 valors amb un canvi brusc entre 400 i 401.\n",
      "for i in xrange(100):\n",
      "    v.append(0.6+0.1*(random.random()-0.5))\n",
      "for i in xrange(200):\n",
      "    v.append(0.4+0.1*(random.random()-0.5))\n",
      "   \n",
      "# Anem afegint de forma seq\u00fcencial les dades dins la nostra finestra lliscant. Guardem \n",
      "# el resultat dins la llista output1 i output2\n",
      "output1=[]\n",
      "output2=[]\n",
      "for item in v:\n",
      "    mean,action=method1.add(item)\n",
      "    output1.append(mean)\n",
      "    mean,action=method2.add(item)\n",
      "    output2.append(mean)\n",
      "    \n",
      "  \n",
      "# Visualitzem el resultat\n",
      "pylab.plot(v)\n",
      "pylab.plot(output1,'r') # plot del resultat del M\u00e8tode 1\n",
      "pylab.plot(output2,'g') # plot del resultat del M\u00e8tode 2\n",
      "pylab.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
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HaFKSeJ2YCJ8n30er956lRmdA3yWjblSR08Nc/ETb4evJ+avir11GWnX+6jwH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       "text": [
        "<matplotlib.figure.Figure at 0x2bc5150>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = SlidWin(10)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    per_change=0.1\n",
      "    min_time=10\n",
      "    broker= StockMarketWin(method,per_change,min_time)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategiaBasica(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  100.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49949.4  ( #accions = 498.0 *Valor Accions= 100.3 )\n",
        "*  INICI: Diners sense invertir =  50050.6\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  434800.6\n",
        "*  FINAL: Valor accions =  212638.4  ( #accions = 208.0 *Valor Accions= 1022.3 )\n",
        "*  FINAL: Diners sense invertir =  222162.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  334800.6\n",
        "*  Benefici produit pel Broker =  -124304.8\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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F169fR9euXbF27VpkZWXBzMwMAGBmZoasyidZRkYGeopbOwKwsrKSybSRxqG4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\nP4qLiwEARUVF8BMLmpr3z6VLlxB0o0Xa/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       "text": [
        "<matplotlib.figure.Figure at 0x2d17650>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  1.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49999.3  ( #accions = 38461.0 *Valor Accions= 1.3 )\n",
        "*  INICI: Diners sense invertir =  50000.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  1419212.3\n",
        "*  FINAL: Valor accions =  1369211.6  ( #accions = 38461.0 *Valor Accions= 35.6 )\n",
        "*  FINAL: Diners sense invertir =  50000.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  1319212.3\n",
        "*  Benefici produit pel Broker =  0.699999999953\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VXpMEAM+fl7/d7Nn8IbWurrw2qaLkx6PaJEIIITWBqPokyclkMjx58gRNmjSB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\nA7F44wAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2e4a290>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  38.2   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49965.6  ( #accions = 1308.0 *Valor Accions= 38.2 )\n",
        "*  INICI: Diners sense invertir =  50034.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  110725.6\n",
        "*  FINAL: Valor accions =  60691.2  ( #accions = 1308.0 *Valor Accions= 46.4 )\n",
        "*  FINAL: Diners sense invertir =  50034.4\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  10725.6\n",
        "*  Benefici produit pel Broker =  34.4\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SpAl+/vlnDBw4UL1vx44daNKkSYnOVyqV8Pf3h0qlgkqlgp+fH7p06YLhw4cj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\nlYzr1q1Tm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       "text": [
        "<matplotlib.figure.Figure at 0x2fd41d0>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  18.6   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49996.8  ( #accions = 2688.0 *Valor Accions= 18.6 )\n",
        "*  INICI: Diners sense invertir =  50003.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  547552.0\n",
        "*  FINAL: Valor accions =  497548.8  ( #accions = 2688.0 *Valor Accions= 185.1 )\n",
        "*  FINAL: Diners sense invertir =  50003.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  447552.0\n",
        "*  Benefici produit pel Broker =  3.19999999995\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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byz9+4UL5Q6ElgyArY+DjH38Ayckfnk51U1jIa10iI3lN36JFiueIRMCOHbyj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\nTSb6AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x2e3fa10>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  0.6   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49999.8  ( #accions = 83333.0 *Valor Accions= 0.6 )\n",
        "*  INICI: Diners sense invertir =  50000.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  3133321.2\n",
        "*  FINAL: Valor accions =  3083321.0  ( #accions = 83333.0 *Valor Accions= 37.0 )\n",
        "*  FINAL: Diners sense invertir =  50000.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  3033321.2\n",
        "*  Benefici produit pel Broker =  0.200000000186\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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FF1/A0dERFy9exLp16zBq1CjZsadPn2LOnDllalcYVps/fz6GDRuG4OBgmQsAgiiOYB4J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\n9tHEmWEYRQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x32bd310>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 2"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "En aquest exercici heu de definir l'algoritme de la finestra adaptativa (<b>AdWin</b>). Us donem l'estructura de la classe. Aix\u00ed com en la finestra lliscant, tenim el constructor i el m\u00e8tode add. La vostra tasca consisteix en implementar el m\u00e8tode <b>add</b>. Aquest m\u00e8tode, tant a la classe anterior com en aquesta, serveix per afegir una nova dada a la finestra, en el cas de la finestra adaptativa, haurem de veure si hi ha hagut un canvi estad\u00edsticament significatiu dins les dades o no. \n",
      "La informaci\u00f3 detallada de l'algortime la podeu trobar a les p\u00e0gines 30-31 de la lli\u00e7o <b>Processament de Seq\u00fc\u00e8ncies</b> de les classes te\u00f2riques.\n",
      "<br>Aquest m\u00e8tode ha de retornar :\n",
      "<ul>\n",
      "<li>0 si no hi ha hagut cap canvi significatiu</li>\n",
      "<li>1 si hi ha hagut un canvi i la mitja ha disminu\u00eft</li>\n",
      "<li>-1 si hi ha hagut un canvi i la mitja ha augmentat</li>\n",
      "</ul>"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "class AdWin:\n",
      "    \"\"\"\n",
      "        Finestra lliscant adaptativa que permet trobar la mitja de totes les dades que es\n",
      "        van inserin i que permet trobar canvis bruscos\n",
      "        en elles i adaptar-se a ells a partir d'un valor de confianca indicat per l'usuari.\n",
      "    \"\"\"\n",
      "    def __init__(self, d):\n",
      "        \"\"\"\n",
      "            Constructor de la finestra.\n",
      "\n",
      "            param d Confianca el canvi. Com mes gran mes facil sera detectar un canvi.\n",
      "        \"\"\"\n",
      "        self.data = []\n",
      "        self.length = 0\n",
      "        self.rel = d\n",
      "        self.m = 0.0\n",
      "\n",
      "    def eCut(self, w1, w2):\n",
      "        \"\"\"\n",
      "            Calcula epsilon, y comprueba si cumple la condicion para eliminar.\n",
      "        \"\"\"\n",
      "        m = 1.0 / ( (1.0/len(w1)) + (1.0/len(w2)) )\n",
      "        rel_prima = self.rel / float(len(w1) + len(w2))\n",
      "        epsilon = math.sqrt( (1.0/(2.0*m)) * math.log(4.0/rel_prima) )\n",
      "        #print len(w1), len(w2), \"\\teps: \", epsilon, \"\\tu_w1: \", np.mean(w1), \"\\tu_w2: \", np.mean(w2)\n",
      "        return math.fabs(np.mean(w1) - np.mean(w2)) > epsilon\n",
      "\n",
      "    def add(self, x_t):\n",
      "        \"\"\"\n",
      "\t\t\tAfegeix una nova dada a la finestra i despr\u00e9s de comprovar si hi ha hagut un canvi actualitza les dades necess\u00e0ries.\n",
      "\t\t\t\n",
      "\t\t\tparam x_t Nova dada.\n",
      "\t\t\t\n",
      "\t\t\treturn self.m Mitja de les dades del interior de la finestra\n",
      "\t\t\treturn \t0 si no hi ha hagut cap canvi significatiu\n",
      "\t\t\t\t\t1 si hi ha hagut un canvi i la mitja ha disminu\u00eft\n",
      "\t\t\t\t\t-1 si hi ha hagut un canvi i la mitja ha augmentat\n",
      "\t\t\"\"\"\n",
      "        self.data.append(x_t)\n",
      "        self.length += 1\n",
      "\n",
      "        idx = 1\n",
      "        canvi = 0\n",
      "        while idx < len(self.data):\n",
      "            w1 = self.data[:idx]\n",
      "            w2 = self.data[idx:]\n",
      "\n",
      "            if self.eCut(w1, w2):\n",
      "                self.data = w2\n",
      "                self.length -= len(w1)\n",
      "                canvi = 2 # Indicamos cambio\n",
      "                idx = 0\n",
      "\n",
      "            idx += 1\n",
      "    \n",
      "        mean = np.mean(self.data)\n",
      "        if canvi == 2:\n",
      "            if (mean < self.m):\n",
      "                canvi = 1\n",
      "            elif (mean > self.m):\n",
      "                canvi = -1\n",
      "\n",
      "        self.m = mean\n",
      "\n",
      "        return mean, canvi"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 65
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# PROVA AMB DADES SINTETIQUES\n",
      "\n",
      "# Adatptative window amb d=0.98\n",
      "method1 = AdWin(0.95)\n",
      "\n",
      "v=[] # Genera un mostra de 400 + 600 valors amb un canvi brusc entre 400 i 401.\n",
      "for i in xrange(200):\n",
      "    v.append(0.6+0.1*(random.random()-0.5))\n",
      "for i in xrange(400):\n",
      "    v.append(0.4+0.1*(random.random()-0.5))\n",
      "for i in xrange(600):\n",
      "    v.append(0.1*(random.random()-0.5))\n",
      "    \n",
      "# Anem afegint de forma seq\u00fcencial les dades dins la nostra finestra lliscant. Guardem el resultat dins la llista output1 i output2\n",
      "output1=[]\n",
      "for item in v:\n",
      "    mean,action=method1.add(item)\n",
      "    output1.append(mean)\n",
      "    \n",
      "  \n",
      "# Visualitzem el resultat\n",
      "pylab.plot(v)\n",
      "pylab.plot(output1,'r') # plot del resultat del M\u00e8tode 1\n",
      "pylab.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EunTRkw727dO/GPtMPkFo5IgYHAGqOzQxK8u5GNvIkXpDm3BeCdOCN8Yu1FIR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\nzIBnn9XnPXpYabt0gfHjnWl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       "text": [
        "<matplotlib.figure.Figure at 0x48c5910>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Prova amb dades de la Borsa utilizant l'estrat\u00e8gia b\u00e0sica que us donem\n",
      "method = AdWin(0.95)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    broker= StockMarketWin(method,0.1,10)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategiaBasica(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  1.3   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  49999.3  ( #accions = 38461.0 *Valor Accions= 1.3 )\n",
        "*  INICI: Diners sense invertir =  50000.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  9942277.9\n",
        "*  FINAL: Valor accions =  9752691.2  ( #accions = 273952.0 *Valor Accions= 35.6 )\n",
        "*  FINAL: Diners sense invertir =  189586.7\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  9842277.9\n",
        "*  Benefici produit pel Broker =  8523066.3\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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icePG6NatG9q2bYvw8HBN66sTSGb85OfzbUWzhgBu4Bw5AkjWrKzI0CkPivFC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\naesImHAQBtxK8tCZi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       "text": [
        "<matplotlib.figure.Figure at 0x4d29bd0>"
       ]
      }
     ],
     "prompt_number": 66
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Exercici 3"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Us hem donat implementada una estrat\u00e8gia de compra/venta d'accions de borsa molt b\u00e0sica ( funci\u00f3 <b>estrategiaBasica</b> de l'arxiu <b>utilsP4.py</b>). L'estrat\u00e8gia de la funci\u00f3 \u00e9s la seg\u00fcent:\n",
      "<ul><li>Gastem el 25% dels diners amb noves accions quant el broker ens diu COMPRAR i venem el 25% de les accions que tenim quant el broker ens diu VENDRE</li></ul>\n",
      "\n",
      "Penseu i implementeu una nova estrat\u00e8gia de compra/venta d'accions. Per definir la vostra estrat\u00e8gia us heu de limitar a utilitzar: \n",
      "<ul>\n",
      "<li>L'acci\u00f3 recomanada en l'estat actual.</li>\n",
      "<li>L'\u00faltima acci\u00f3 presa.</li>\n",
      "<li>El valor de la variaci\u00f3 de la mitja.</li>\n",
      "</ul>\n",
      "Compareu els resultats amb l'estrat\u00e8gia b\u00e0sica. Sou capa\u00e7os de guanyar diners? S\u00f3n importants els par\u00e0metres del AdWin? Quin efecte produeixen?"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Carreguem les dades de la borsa mitja\u00e7ant la funci\u00f3 loadStockData\n",
      "data={}\n",
      "#companies=['GOOG','MSFT','IBM','YHOO','FB']\n",
      "companies=['IBM']\n",
      "for c in companies:\n",
      "    data[c]=loadStockData(c)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def estrategia(broker,data,badget=100000.00):\n",
      "    \"\"\"\n",
      "        Definim una estrategia de joc. \n",
      "        Parametres d'entrada : StockMarketWin \n",
      "                             : Dades - dades que utilizarem per fer el test\n",
      "                             : badget- quantitat de diners que volem jugar\n",
      "    \"\"\"\n",
      "    # Definim els parametres inicials de l'estrategia\n",
      "    # Gastem el 75% del badget en accions\n",
      "    n_stocks= math.floor((badget*0.70)/float(data[0]))\n",
      "    init_stocks=n_stocks\n",
      "    \n",
      "    # Descomptem del badget el valor de les acciones que hem comprat\n",
      "    badget = badget - n_stocks * float(data[0])\n",
      "    \n",
      "    # inicialitzem variables\n",
      "    invested_money=np.zeros(len(data))\n",
      "    temp_badget=np.zeros(len(data))\n",
      "    non_strategy=np.zeros(len(data))\n",
      "    \n",
      "    cont=0;\n",
      "    \n",
      "    vegades_comprant = 0\n",
      "    vegades_venent = 0\n",
      "    m_anterior = 0\n",
      "    # iterem les dades de forma seq\u00fcencial simulant una partida de joc\n",
      "    for current_value in data:\n",
      "\n",
      "        # afegim una nova dada i obtenim l'accio recomanada pel broker\n",
      "        action  = broker.add(float(current_value))\n",
      "        if action != None:\n",
      "            \n",
      "            #print broker.lastAction\n",
      "            #print broker.m_lastAction\n",
      "            \n",
      "            if action[1] == -1 and vegades_comprant < 4: # ACCI\u00d3 COMPRA\n",
      "                #Gastem el 25% del badget que tenim\"\n",
      "                money2spend=0.25*badget\n",
      "                new_actions = math.floor(money2spend/float(current_value))\n",
      "                n_stocks+= new_actions\n",
      "                badget-=new_actions*float(current_value)\n",
      "                \n",
      "                if broker.lastAction == \"COMPRA\":\n",
      "                    vegades_comprant += 1\n",
      "                else:\n",
      "                    vegades_comprant = 0\n",
      "                \n",
      "            if action[1] == +1 and vegades_venent < 4: # ACCI\u00d3 VENTA\n",
      "                #Venem el 25% de les accions que tenim\"\n",
      "                actions2sell=round((0.25)*n_stocks)\n",
      "                n_stocks-= actions2sell\n",
      "                badget+=actions2sell*float(current_value)\n",
      "                \n",
      "                if broker.lastAction == \"VENTA\":\n",
      "                    vegades_venent += 1\n",
      "                else:\n",
      "                    vegades_venent = 0\n",
      "                \n",
      "        temp_badget[cont]=badget\n",
      "        invested_money[cont]=n_stocks*float(current_value)\n",
      "        non_strategy[cont]=(badget/2) + init_stocks*float(current_value)\n",
      "        cont=cont+1\n",
      "    return temp_badget,invested_money,non_strategy"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "ename": "SyntaxError",
       "evalue": "invalid syntax (<ipython-input-5-ef46eccf43a7>, line 38)",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-5-ef46eccf43a7>\"\u001b[1;36m, line \u001b[1;32m38\u001b[0m\n\u001b[1;33m    if broker.m_lastAction - m_anterior\u001b[0m\n\u001b[1;37m                                        ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "method = AdWin(0.95)\n",
      "for item in data:\n",
      "    # Creem un objecte broker. Aquest objecte cada cop que entrem una nova dada dira si hem de comprar o vendre accions\n",
      "    # per_change indica el percentatge de canvi respecte al valor de l'accio per realitzar una compra/venta\n",
      "    # min_time indica el temps minim que ens hem d'esperar per fer nova accio de compra/venta\n",
      "    broker= StockMarketWin(method,0.1,10)\n",
      "    # Executem l'estrtegia de comprar a partir de l'objecte broker i les dades d'entrada. La funci\u00f3 estrategiaBasica \n",
      "    # est\u00e0 definidia dins utilsP4.py. Ella \u00e9s la responsable de decidir la quantatit de compra o venta d'accios a partir de la\n",
      "    # suggeriencia del broker\n",
      "    temp_badget,invested_money,non_strategy= estrategia(broker,data[item])\n",
      "    # Mostrem els resultats per pantalla\n",
      "    print_results(data[item],temp_badget,invested_money,non_strategy)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "******************************************************************\n",
        "*  \n",
        "*  ---------Valor inicial de la acci\u00f3  18.6   -------------\n",
        "*  ----------------------------------------------------------\n",
        "*  INICI: Diners  =  100000.0\n",
        "*  INICI: Valor accions =  69991.8  ( #accions = 3763.0 *Valor Accions= 18.6 )\n",
        "*  INICI: Diners sense invertir =  30008.2\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  FINAL: Diners  =  593071.3\n",
        "*  FINAL: Valor accions =  439612.5  ( #accions = 2375.0 *Valor Accions= 185.1 )\n",
        "*  FINAL: Diners sense invertir =  153458.8\n",
        "*  ----------------------------------------------------------\n",
        "*  ----------------------------------------------------------\n",
        "*  Benefici Global=  493071.3\n",
        "*  Benefici produit pel Broker =  45522.5\n",
        "*  ----------------------------------------------------------\n",
        "******************************************************************\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TaJshJycntR9ra2vcunULrVu3xoEDB0p1HkNDQyxbtgw3btzA2bNnsWrVKty8eRNBQUHw\n8fHB7du34e3tjaCgIABAREQEdu7ciYiICISEhGDixIklTvQqZVJvt8Dx6S4pxwZU3PhGjgR+/hl4\n1qeFsUpNo22G5s6d+9xtR48exYwZM/D++++/9DxWVlawsrICANSqVQuNGzfG/fv38fvvv+PEiRMA\ngFGjRsHLywtBQUHYt28fhg4dqqiFcnZ2RlhYGM+FxhiTrObNgYsXgRdV2owYAVSrBmRlaS5fjFVE\nGq0ZepH33nsPkZGRr3xcdHQ0wsPD0apVKzx8+BCWlpYAAEtLSzx8+BAAkJCQABsbG8UxNjY2uH//\nftlkXEd4eXlpOwvliuPTXVKODSjf+AYMAE6eBHJyVNNjY0VBqLi8PMDICNi/X5mWnQ08G/6NsUqr\nwhSGEhMTYWpq+krHZGRkwNfXF8HBwTAyMlLZJpPJIJM/HC/Bi7YxxlhFFx8P7NkDdOgATJigum3t\nWvX9x4wBqlQRBaI6dVS3RUeXWzYZ0wkafUx27949tbS8vDxERUXh22+/xcCBA0t9rry8PPj6+mLk\nyJHo27cvAFEb9ODBA1hZWSExMREWFhYAgPr16yMuLk5xbHx8POrXr692Tn9/f9jb2wMATExM4OHh\nofivTv7cX1fXly9fLql4OL6Klb83WS/apqYi5EdX4hONn8X6uXOhCA0V27OzgWvXxP61ayv3F5Xh\nYvvVq/I8KY9PSip9PJs2bQIAxf2SMZ1HGiSTydR+DAwMyNHRkWbOnElZWVmlOk9hYSGNHDmSPv30\nU5X0adOmUVBQEBERBQYG0vTp04mI6MaNG+Tu7k45OTl07949cnR0pMLCQpVjNfxWaNzx48e1nYVy\nxfHpLinHRlR+8b3zDpFoEURkbq5Ml6cFBxPVrq1MnzVLue3iRfG6dStRu3ZiuVOn18uH1O+drHLQ\nyXGGTp06hQ4dOuCtt95SPO4KDAxEy5YtMWjQIMTGxqp1rV+4cCE2bNgAAwMDBAcHo2vXrirn5O6h\njDFdQQTo6QHTpwOLFinT//kHaNtWLO/fD/TqBVy/Dty7BwwbBvTtCzg5Af37A+7uoieZg4Py+O+/\nB779FkhMLH1e+N7JpEAnC0Plgb/QjDFdceQI0KULcP68aCj94Yfq+1y7BjRrppq2ciUwaRIQEQE0\naQIkJ6u3HwJe3AOtOL53MinQaAPqAwcO4Ny5c4r1f//9Fy1atEC1atXQvHlzXLlyRZPZqVSKtluQ\nIo5Pd0k5NqDs4ktLA7y9xfKaNaLhdPPmwPjxJe/foIF6mqeneM3PF68mJsCWLcrtzs7itXjvNMak\nTqOFoalTp6JmzZqK9XHjxsHBwQHh4eEYOnQoxo4dq8nsMMaYzvj8c+DYMTFQ4p49QPfuym0eHqr7\nEgG1a6umtWkDtGsnljMzxatMJgZflFfsyEc3qVYN+OEHoEi/E8YkTWOPyebOnYtFixbhiy++gJ6e\nHgoKCrBgwQKMGTNG0bNryZIlmDZtGr7++mtNZEkFV/Uyxiqiq1eBzZuBggIgOFjU+MTGqj7KGj8e\n+OknsfzNN8CXX4rlO3cAV1fg6FFlrRIgaoZCQoCiY9y6uCgLQ3Lx8UAJHW9V8L2TSYHGCkPR0dFo\n06YNDhw4gLp162Lv3r1YsWIFjh8/DgAgIrRt2xZnzpyBnZ2dJrKkgr/QjLGKaPJk0bC5qEWLgC++\nUK7n5QG5uUCtWkBgIDBjhkjPzASGDgV+//3l14mMFAWiokpzS+R7J5MCjT0ms7e3R58+fTB27Fis\nWLECixYtwtixY2FnZwc7OztkZ2fDwsJCKwWhyoDbZeg2Kccn5diA14vvxAng2QD6yM5W316jhuq6\noSEgb4GQmqpMr1mzdAUhQLQXqmRTNjKmoNFBF1euXIm1a9fixo0bWLBgAUaPHq3Ydv78ecyQ/zvD\nGGOVmHwGD6JXa8x89SrQtOnrX1cmA44fBzp1AhwdX/88jOka7lr/DFf1MsYqCvlsQUTA228D4eFi\n3dpajAE0dqyyjVBZS04GzMxEjVTVqqXJK987me7T2GOy0nab5+71jLHK7OlT5TKRsiAEAIMGiZqb\nlSvL7/q1agF2dqUrCDEmFRorDE2cOBE9evTA9u3bkZCQoLItMTER27dvR48ePfDRRx9pKkuVCrfL\n0G1Sjk/KsQGvHt+zab8AiN5cANC+PfDff6LhtJdX+RZUqlThiVtZ5aOxNkOnT5/G/v378eOPP2LM\nmDHQ09ODkZER0tPTQUTo3LkzJk2ahB49emgqS4wxVmHExopeYUULOvKBE7/+GjA3106+GKsMtNJm\nKDc3F3fu3EFqaipMTU3h7OyMKlWqaDobKvi5N2NMm+TthJYtA/79F/jxR+W2inxr4nsnkwJuQP0M\nf6EZY9okLwwBwLx5wJw5yvWKfGvieyeTAo1Ox1FWAgICYGlpiWZFZiGcO3cubGxs4OnpCU9PTxw6\ndEixLTAwEC4uLmjUqBEOHz6sjSxrHbfL0G1Sjk/KsQEvjm/OHDG69OnTqulRUeWbJ8aYKp0sDI0e\nPRohISEqaTKZDFOmTEF4eDjCw8PR/dnEPREREdi5cyciIiIQEhKCiRMnopBHFmOMaVl2NjB/PuDv\nD7z7rkjz9xevkyYp9/Px0XTOGKt8NDroYllp3749okvo7lBSVe2+ffswdOhQGBoawt7eHs7OzggL\nC0Pr1q01kNOKw0s+iptEcXy6S8qxAc+PLzhYdf3cOaBFCzGX2NtvixnlU1NFDzLGWPnSas1QbGws\nzpw5g9jY2DI538qVK+Hu7o4xY8Yg9dmY9AkJCbCxsVHsY2Njg/v375fJ9Rhj7HUVH3C/ZUvRbmjm\nTPHq5QXY2ACenlrJHmOVilZqhhITEzFkyBCcOXMGZmZmSEpKQuvWrbFjxw7Uq1fvtc45YcIExWz3\nX331FaZOnYr169eXuK+saEvFIvz9/WFvbw8AMDExgYeHh+K/Ovlzf11dX758uaTi4fgqVv7eZL1o\nm5qKkB9NxefqCrRp44Xt24Hc3FCEhqpunzgRaN9e+/kvKZ5NzwZDkt8vGdN5pAW9e/emyZMnU0ZG\nBhERZWRk0Mcff0y9evUq9TmioqKoadOmL90WGBhIgYGBim1du3als2fPqh2jpbdCY44fP67tLJQr\njk93STk2oufHV6MG0bx5RAYGRGZmms1TWZL6vZNVDlrpWm9mZobExESVsYVycnJQr149JCUlleoc\n0dHR6NWrF65duwZA1DZZW1sDAJYtW4bz58/jl19+QUREBIYNG4awsDDcv38fnTt3RmRkpFrtEHcP\nZYxpkre3eCRmZydGfbaz03aOXg/fO5kUaOUxWZ06dRAREQEPDw9F2q1bt2Bqalqq44cOHYoTJ07g\n8ePHsLW1xbx58xAaGorLly9DJpPBwcEBa9asAQC4ublh0KBBcHNzg4GBAVavXv3cx2SMMaYJDx8C\nx44B338PuLhoOzeMMa3UDK1duxazZs3CmDFjYGdnh+joaGzcuBHffPMNxo8fr+nsAJD+fzehoaGK\n5/9SxPHpLinHBqjG9/XXwDffKLfl5gKGhtrJV1mR+r2TVQ5aqRkaO3YsnJyc8PPPP+Pq1auoV68e\ntm/fDm9vb21khzHGyl1hIVC0T8dPP+l+QYgxqeDpOJ7h/24YY+Vp/nzlFBtjxgDr1mk3P2WF751M\nCjRWGPr222/x5ZdfAhBd34u32yEiyGQyzJ8/XxPZUcNfaMZYebK1BeLjgaQkMaCink6O/6+O751M\nCjT2dSw60GFcXNxzf1j5KDrWiRRxfLpLyrEByvji48XAinXqSKcgxJhUaKzN0A8//KBYlg/YxRhj\nui4v7+Vtf+Ljxevvv5d/fhhjr04rbYa2bNkCd3d3uLu7K9KuXLmCq1evYuTIkZrODgCu6mWMvbqQ\nEKB7dyAsTMwrduoU0KMHYGUFrFkD5OcDXboAK1cCu3cDJ05oO8dlj++dTAq0Uhhq0KABLl++jDp1\n6ijSkpKS4OnpWWbzlL0q/kIzxl5FdjZQvbpYPnpUTKo6YMDz9/fyAo4f10jWNIrvnUwKtPLkOj09\nHcbGxippxsbGSEtL00Z2KoXK0i5DqqQcnyZje/r0zc9x7Bgwd66yIAQAnTu/qCAUCgCYNu3Nr80Y\nKx9aKQw1btwYv/76q0ra3r170bhxY21kh1UyOTniv3pWOURGilngt2wBatYUy2+if39g3rySt/37\n7/OP69btza7LGCs/WnlMdurUKfTo0QM+Pj5wdHTE3bt3cfToUfzxxx949913NZ0dAFzVW5n07AlE\nRQE3bohuznXrajtHrDw1aQJERKimzZ8PfPXVq5/r4UPRHggAJk8GgoNFW6GLF4HkZMDUVKxfuCB6\njqWnA3/9BaxaBXz77ZvHUhHxvZNJgdYGXYyJicEvv/yC+Ph42NraYvjw4bC1tdVGVgDwF7oykdcM\nnDoFvPsu8Kq/9sBAYNasVz+Oad6SJc9/PPUqv7/cXKBjR+DsWWXazJnAwoVAWhoQGgr06aN6TGGh\nuIa+/itnW6fwvZNJgVYek2VnZ8Pa2hozZ87EqlWrMGPGDFhaWiK7lM8uAgICYGlpiWbNminSkpOT\n4ePjA1dXV3Tp0gWpqamKbYGBgXBxcUGjRo1w+PDhMo9HF0i5zQnwevE9eSJeo6Nf7bjitQyaIOXf\nX3nGduOGeF29Wpn2+efideLE0p+ncWPVgtBPPynnGDM2Vi8IAWIsIX19af/uGJMKrRSGfHx8cOnS\nJZW0ixcvolspH6qPHj0aISEhKmlBQUHw8fHB7du34e3tjaCgIABAREQEdu7ciYiICISEhGDixIko\nLCwsm0CYTuvRQ7yuXVvy9lOnSu4KLe8EWRYdH3/7DUhMfPPzVDZ5eaLWJSJC1PTNnau+j0wGbNok\nGjp/+KFY79FDLANAkaHPXurePeVyRAQwdqz0a3wYq1RIC4yNjamgoEAlLT8/n4yNjUt9jqioKGra\ntKlivWHDhvTgwQMiIkpMTKSGDRsSEdHChQspKChIsV/Xrl3pzJkzaufT0lvBNOjpU6KzZ4nEn1Hl\nz+TJJe8v315UYSGRoaFIr1r1zfLTp0/J12AvBxCNGKH6e8zNVW4fOVKZPny4SMvLE7+/lJRXf98B\non//LdsYpILvnUwKtFIzZGJigocPH6qk/ffff6hVq9Zrn/Phw4ewtLQEAFhaWirOn5CQABsbG8V+\nNjY2KlODsMqjRg2gdWv19JUrVdfff1/0OJPLyABWrBAzjsfGiloJQHWfkhQWAsUqQFXs21e6fLOS\nbdumun7xorId0NatyvQtW8SrgYGoHSo2qscLpaUBly+L2sAiw6IxxiRGY9NxFOXr64vhw4cjODgY\nTk5OiIyMxJQpUzBw4MAyOb9MJlObCLb49pL4+/vD3t4egCiweXh4wMvLC4Dyub+uri9fvlxS8bxu\nfIDXs1ex3rq1F86eFdsPHgQ2bvRCUhJQrZpy/8ePgU8+EevffSeOHzUqFJs3A1lZXqheXRyflAQk\nJ3th7Fjgf/8LRb9+4viNGwF7e9X8rFypmp/K/Psr2qamNPvn5wPy398XX3ihUSMgIED8Ptq08UJo\nKNCrVygSE4Hz59WPl8mA5ctD8emnwMve/06dxLqeXiguXQK6dCn/+Cr6emhoqGJKJfn9kjGdp43q\nqKdPn9LEiROpevXqJJPJqHr16vTRRx9RVlZWqc9R0mOyxMREIiJKSEhQPCYLDAykwMBAxX5du3al\ns2fPqp1PS2+Fxhw/flzbWShXpYlP/mikXj2iiAiiuDjlY7Oi2+U/HTqI1xs3VNM9PIh8fcVyeLj6\n+WNjiXr0UD3m8OGS83LkSOke10j591fa2B49IvrnH6KJE5Xv3+bNYtuYMeq/vyJPx9UUFhIZGBDl\n5Dx/n+Lne11S/t0RSf/eySoHrX6KCwoK6OHDh1RYWEhERDdu3Cj1scULQ9OmTVO0DQoMDKTp06cr\nzunu7k45OTl07949cnR0VFyvKP5CS1/xP6BEop2JgYH441j8j5+dnXoaQOTpSTRunFju21f9/Ddv\nqh8zcqRyv/v3lelxcUTW1hp7C3Ra0ffz7bdVt1Wtqv6eb9364vOZmBA9flzyNj+/sisMSR3fO5kU\naP1T/Ph0CwCSAAAgAElEQVTxYwoODqZ33nmHqlSpUqpjhgwZQtbW1mRoaEg2Nja0YcMGSkpKIm9v\nb3JxcSEfHx9KSUlR7L9gwQJycnKihg0bUkhISInn5C+09D3vj1r16kQZGSUXfEr6adpUFGKKnq+g\nQLkeEiIKS/37E50+TfTRRyJ9+3ZR6OrWTazn5xMlJ4vlMWOIWrTQ7PuhS/LzVX8HV6+qbi/p91TC\n/zwqbGyIYmLU058+VZ7D1JTo//6PyNy87GKRGr53MinQyqc4NzeX9uzZQ3369KEqVaqQTCajGTNm\nUEJCgjayQ0TS/0JLvar+ZfE9fCj+uGVnq28DRC2B/A/g33+/uDBU9Dj5elYWUZUqyrSJE4lWrhTb\nWrVSpvfvTzRrlqh1IlKvkdq06fXi02UlxZaYSDRwINHOneI92r1bvD89exKNHat+jvfeE9tbthSv\nz56Yv1DjxkTXryvXCwuJ9u4lsrQU5+jWTbmtWOfXVyLl3x2R9O+drHLQaG+ysLAwTJo0CdbW1vjk\nk09gb2+PY8eOwcLCAp9++imsra01mR1WiTzraIiqVUveLh+jMyICaN/+1c4tk4nZyIueOytLOZFn\n0WGtfvtNjFosH+OoeFv+ksbLKWsREcD+/a92jLyXlqb4+gK7dwODBwN794rJUV1dgQMHxICHxR09\nKt5nBwexLp8y40Vq1RI9BeV+/x3o10/0OgOAQ4eU2/S00u+WMaYxmix5yWQyeuutt9T+U7KysqKH\nDx9qMitqNPxWMA1r2PD57T6mTCFydxfb5TUA8pqazEyiPXuIUlPVa4YGDVJtbF23rnLdyIho2zax\n39GjRCtWqNYAPWvSRkREUVEizdFRjJ1TnorWREVHv3z//HwiCwvlYz5NOH9emUcfn/JrtyM/p7xx\nO7cRej1872RSoNH/d77++mukp6djwIABGDt2LA4fPoyCggJNZoFVEikpqlMk9O4NLFpU8r737wNX\nrgDDhilrAP79F7h5U4xN1L+/GJsmLw8o+nFt1Uq5/PffQJUqYqwbQEzQ+c8/YtnbW0zqGRmp3L9o\nDZC8d7KpqZgItLwUFAB37ijXHR1FjC9iYAD8959YHjpU1GQ9eFA++SMS52/RQqzn5ipr1wBgz57y\nue7+/erv+9Gj5XMtxljFpNHC0Ny5c3H37l389ttvKCwsxMCBA2FpaYnk5GRcvXpVk1mpdIqOdSJF\nxeNr31489pDLzBSFlZLs3Clef/lFmebqCjRqpLqfgYHq45Ligy4mJABubsr1sWNVtzdooFyuVk11\n27p1YlLRrKyS8/i6v7++fQELCyA8XMyv1bChSL94UTxWcnMDvv9eLKenqx9vZycKhEWm+oO1tcjr\ny5T20Zo8tqIh/v47YGgIBASICVKJRKG0POjpAUWmOQSg/rt/E1L/7jEmBRp/Ei6TydChQwesX78e\niYmJCA4ORseOHdGtWze0kP9LyNgbePJEOUFndDQwYICYqPN57YXkno0vV2ol/bEvWsjx8FDdZmj4\n/HONGSPyJwYULN21i1+/bVvVAmBOjhjl+tEj4O23VWuFXFyUy5Mni3m2atdWvX6vXkBMjDje2Bg4\neFA5qe3zZoIvem09PVEYK60bN4DRo0VcvXqJtD59VAtJZenUKfEaHCxiLMrEpHyuyRirmLTaLLBG\njRoYPnw4Dh8+jJiYGPj6+mozO5Lm9ap/6XVM0fgSEpTpDg7KxyvPm1hz40bx+vPPr3ZNeS3RZ5+J\n19JM/Nm1q3K28+KSksTM6GvWqG+Tx5eXJx4lLV6sbBQuP/bMGVF4OHtW1HLJJySVc3UVDYZv3gSM\njEShIylJdR9DQ2DqVFEjdOCASKtRQ7z26CHSHz8WaUVrkuLilA3F8/JE42d5vnbtEst37wKnT6s/\nkvLy8sKDB8CRI0DLliW/N+XB2Vk97dAh8XmRx1wWpP7dY0wStN1oqaLgt0I61q4l6thRvUHsokVl\ne51//yUKCBCvANGMGSL9/HkxGeirio9X5tXfv+R9Dh8W221tlY18izcyLvrTuvXLr7tuHdGWLSUf\nf+BAyce0bEl08qRYTktT7i8fURsQ4zfJlwcPVj1vo0bKc127pkyPiir12/XGsrJU8ySPh70avncy\nKeAOo5WE1NstyOPbtUu01TlxAjAzU92naGPcsuDqKiZvlTeAHjRIvDZv/nqPWYp2B3829RPy80X6\nvn2hKCwEunQR6XFx4jUzU9SoAECbNurnLE2lxJgxwMiR4pHY3r2iYXVKijh3z54lH2NtrWxYLX/c\nBAA+Psrla9eAoCCxLG+XJXfrlniPcnOBZs1CAQAzZyrfS02oVk18TuTefbd8riP17x5jUsCFISYp\n8rFhmjcHJk4UjYdXrRK9vcaPL59rGhoCnTqptxF6Vfr6wO3byvXbt0WB4+FDICpK/ZEWIMbKkfv1\nV6B7d+D6dWDgQNEWaMGC0l+/QQPRxufuXVFQedmjIl9f8ciuZ09RAE1MVG4rLAScnIDp00Wh6uRJ\nsb1oW6e0NGU7rrAwMf6SpjVuLF6LNhBnjFU+MiLNDqdWUFCAzZs3Y9iwYahWvEuNFslkMmj4rWDl\nQCYThZLwcG3n5PXExSl7nZmZAX/+KQp2/fuLAtfkycDs2eqFnF27RAFIU8zMgORk5bqfH7B5syj4\nZGer18oVl5sr2mp9+KEY0uBV22uVlfx8UZgtKOCBFV8X3zuZFGi8MAQAxsbGSEtL0/RlX4i/0Lov\nJQWoU0eMEeTqqu3cvJ7CQtFwWT5G0pgx4lFcUURirB9LS+DqVVETNHy4ZvPp5ATcuycajz94ILrn\n16nzaucoLBTjO3l6lk8emWbwvZNJgVYKQyNHjsTAgQPRu3fvMj+3vb09ateuDX19fRgaGiIsLAzJ\nyckYPHgwYmJiYG9vj127dsGkWKMOqX+hQ0NDJd2rJTQ0FPv3e+G778Qf2eLTXOiaAweU3cuFUABe\naNJEFH60LSVFvJqavvm5KsNnU8rxSf3eySoHA21cNCsrCwMGDEDbtm1hY2MD2bO/XDKZDFu2bHmj\nc8tkMoSGhqJOkX9Tg4KC4OPjgy+++AKLFi1CUFAQguQtO5lkfPedeMSk6wUhQH3QP0dH4OnT54+i\nrWllUQhijLGKQis1Q3OfMxulTCbDnDlz3ujcDg4OuHDhAsyKNFpo1KgRTpw4AUtLSzx48ABeXl64\ndeuW2rX5vxvdI5MB5ubKQfNOnQLatdNunsrKzZtihOh580TD8LNnpRUfkwa+dzIp0EphqDw5OjrC\n2NgY+vr6GD9+PMaOHQtTU1OkPKvXJyLUqVNHsS7HX2jdERgIdOsmGr0WH7Q8IwOoWVM7+SpP8tqu\nGzdUp/xgTNv43smkQGv9J44fP47Ro0ejS5cuCAgIwLFjx8rkvKdPn0Z4eDgOHTqEVatW4eTJkyrb\nZTKZ4rFcZSKVsU5iYoBZs8T0Elu3Ft0SCkCaBSEhFIA0p4mQymfzeaQeH2NSoJU2Q+vWrcOsWbPw\nwQcfoFWrVoiNjcWwYcMwf/58jBs37o3ObW1tDQAwNzdHv379EBYWpng8ZmVlhcTERFhYWJR4rL+/\nP+yfjfpmYmICDw8PRcNH+Q1NV9cvX75cofJTmvWDB4EFC7xQpYpye6dOYjsQihUrAEC+fhnLlinX\nK0L+y3L9o48uY9UqwMSkYuSH1yvvemhoKDY9GxXUXpOjZDJWjrTymMzFxQW//vor3N3dFWlXr15F\n//79ERkZ+drnffr0KQoKCmBkZITMzEx06dIFc+bMwdGjR2FmZobp06cjKCgIqampag2ouapXewoK\ngBkzxKzyX34pekuZmYnu25Mni0lFhw8XA+M5OYmxd7p2FcdmZQH//CMGV2zaVLtxlCci0X190iRp\nNBBn0sH3TiYFWikMmZmZITExEVWqVFGk5eTkoF69ekgqaZjdUoqKikK/fv0AAPn5+Rg+fDhmzpyJ\n5ORkDBo0CLGxsZW2a31FFhYGtGpV+v2fPgUuXRIDK06aVH75Yoy9HN87mRRopTDUu3dvNGjQAIsW\nLULNmjWRkZGBmTNnIjo6Gvv379d0dgBI/wsdWoHHOhk+XMyyXhpPnogZ14uryPGVBSnHJ+XYAOnH\nJ/V7J6sctNKA+scff8TVq1dhbGwMCwsLmJiY4MqVK/jxxx+1kR2mJYmJwJAhoiC0Z4+o8RHtfoSn\nT8XjobAw4P598fispIIQY4wx9ia02rU+Li4OCQkJqFevHmxtbbWVDQD83015IhKzlN++rZxmQj4n\nVNF95KKigMeP1bvNM8YqHr53MinQWGGosLCwVPvp6Wmntz9/ocvHvn1iJnS51FTA2BjYtAkYPRp4\n7z3g8GExYztjTPfwvZNJgcZKHgYGBi/9MSxaVcDKlLxrrKZ9/rnquomJmKX85EkgOBj466+yKQhp\nKz5NkXJ8Uo4NkH58jEmBxsYZunfvnqYuxTSgoODlhZhDh4C8PGDvXqB7d2D2bGDpUmD7drH99u3y\nzydjjDH2MpKbjuN1lVTVe+8eYG8PaOnJXYX15Il41OXhAWzZAjRrprr94UPAykq5np+vLDgVFAAB\nAcC1a6J7PGNMt/FjMiYFWisM7du3DydOnEBSUhIKCwsVU2S86az1r6v4F/rff5Uzh8vbuVQWt24B\n48cDvXqpP+YqKAAMitUnenmJyUQ7dAD69QP+9z+RHh0NWFuLwRQZY9LEhSEmBVqp85g3bx7Gjx+P\nwsJC7Nq1C3Xr1sWff/6pNhCipt28CTg7i4H8GjUC2rcX6b16AWlpqj2eAPEIKDdX8/l8HS9rt3D5\nMrBiBfDjj0DjxsDffwPTpokGzjKZGAV66FDR8BkAYmMBHx/5uYGOHcV+//sfMGUKkJMD2NlpriAk\n9XYZUo5PyrEB0o+PMSnQSmFo/fr1OHLkCJYvX46qVati2bJl2L9/P6KiorSRHQU3N+DuXWDVKrF+\n4oRo33LypGj4q6cnakVkMsDbW/yhr1pVrLdsKSYRnT1bNArOyhKFp9WrRaGiWjWx39dfAwkJooal\nIsjOBubOBTw9gU8+ASZMEOmPHwNffAEcPy7WIyOBHTuADz4QhSJbW9ELjEj8nD2rPOfSpVwbxBhj\nTHdo5TGZsbEx0tLSAAAWFhaIj49HlSpVULt2bTx58kTT2QEgqnrXrSMEBIj17GygenWxTCRmSDc3\nB775BnjwQNQatW4NpKSIubL+/vv55zY3F4UDOzsxjxYA2NiIgoazc/nGBQDp6aIdz7x5osamY0fg\n2DExw7t85vdhw4Bt24A7dwBXV9Xj8/NFITA2Fhg0SAyM2KaN+nWIgMJC7ibPWGXCj8mYFGilMOTp\n6Ylt27ahSZMm6NSpE/r27QtTU1N8/fXXiI6O1nR2ALz5FzolRRQw+vcX69HRwO7dYqJReaGq6L5D\nhoiaFUA8npo8+dWvGRUFJCeLGq1q1URBJzER2LABCAwUE3vu3CkeYxXXpYtoHO7tDQwcyJN/MsZe\nDxeGmBRopTB08OBB1KpVCx07dsS5c+cwbNgwZGRkYPXq1fD19dV0dgBo/gudlydmWZd3L1+3Dti4\nEahRQ9QiubsDISGiluaDD0Tbnbw8se3wYeWs7SVxchKP+wDRqHnrVuDu3VB06uRV7nFpi9Tnf5Jy\nfFKODZB+fFwYYlKg0TZDLVq0wKpVq9CmTRt07NgRANCqVSvcvXsXDx8+LNeCUEhICBo1agQXFxcs\nWrSo3K5TWoaGoscaEVC7tijwXL8O9OwJ1KoFLFwoHsc9eAB07izaK8nbJ3XtCtSvL7qm5+SIRs/r\n1wO7dolHdpGRykdWoaFAgwbAlSuXtR1yubp8mePTVVKODZB+fIxJgcYGXQSAESNGYOPGjZgyZQp6\n9uyJUaNGoWfPnjAo3le7jBUUFGDSpEk4evQo6tevjxYtWqB3795o3LhxuV63tJ41n1L45BPRWFnu\n/n1Rg9S4MRAXBzg4AHXrKrePH1/yeYs++kpNTS27DFdAHJ/uknJsgPTjY0wKNFoz9Mknn+DChQsI\nDw9Hw4YN8fHHH8Pa2hoff/wxLl68WG7XDQsLg7OzM+zt7WFoaIghQ4Zg37595Xa9sla/PtCpkxjI\nsEUL1YIQY4wxxt6MVrrWu7m5ITAwEFFRUdi5cycyMjLw3nvvoWnTpuVyvfv378PW1laxbmNjg/v3\n75fLtSoqbTVM1xSOT3dJOTZA+vExJgUafUxWnJ6eHmrWrInq1avDwMAAWVlZ5XIdWSm6Sjk5OZVq\nP122efNmbWehXHF8ukvKsQHSjs/JyUnbWWDsjWmlMBQbG4utW7di69atSExMxIABA7B371506NCh\nXK5Xv359xMXFKdbj4uJgY2Ojsk9kZGS5XJsxxhhjFZtGu9Zv3LgRW7ZswalTp9CpUyeMGjUK/fr1\nQ40aNcr1uvn5+WjYsCH++usv1KtXDy1btsT27dsrTANqxhhjjGmPRmuGFi1aBH9/f2zdulWtZqY8\nGRgY4Pvvv0fXrl1RUFCAMWPGcEGIMcYYYwC0OGs9Y4wxxlhFoJXeZBVNRRuQsTQCAgJgaWmJZs2a\nKdKSk5Ph4+MDV1dXdOnSRWV8k8DAQLi4uKBRo0Y4LJ8HBMDFixfRrFkzuLi44JNPPtFoDC8SFxeH\nTp06oUmTJmjatClWrFgBQDoxZmdno1WrVvDw8ICbmxtmzpwJQDrxAWJ8L09PT/Tq1QuAtGKzt7fH\nW2+9BU9PT7Rs2RKAtOJLTU3FgAED0LhxY7i5ueHcuXOSio8xNVTJ5efnk5OTE0VFRVFubi65u7tT\nRESEtrP1Un///TddunSJmjZtqkibNm0aLVq0iIiIgoKCaPr06UREdOPGDXJ3d6fc3FyKiooiJycn\nKiwsJCKiFi1a0Llz54iIqHv37nTo0CENR1KyxMRECg8PJyKi9PR0cnV1pYiICEnFmJmZSUREeXl5\n1KpVKzp58qSk4lu6dCkNGzaMevXqRUTS+nza29tTUlKSSpqU4vPz86P169cTkfh8pqamSio+xoqr\n9IWhf/75h7p27apYDwwMpMDAQC3mqPSioqJUCkMNGzakBw8eEJEoTDRs2JCIiBYuXEhBQUGK/bp2\n7UpnzpyhhIQEatSokSJ9+/btNH78eA3l/tX06dOHjhw5IskYMzMzqXnz5nT9+nXJxBcXF0fe3t50\n7Ngxev/994lIWp9Pe3t7evz4sUqaVOJLTU0lBwcHtXSpxMdYSSr9YzIpDcj48OFDWFpaAgAsLS3x\n8OFDAEBCQoJKg3V5jMXT69evXyFjj46ORnh4OFq1aiWpGAsLC+Hh4QFLS0vFI0GpxPfZZ5/h//7v\n/6Cnp7zFSCU2QIxd1rlzZzRv3hxr164FIJ34oqKiYG5ujtGjR+Ptt9/G2LFjkZmZKZn4GCtJpS8M\nSXWgRZlMJonYMjIy4Ovri+DgYBgZGals0/UY9fT0cPnyZcTHx+Pvv//G8ePHVbbranwHDhyAhYUF\nPD09nzubua7GJnf69GmEh4fj0KFDWLVqFU6ePKmyXZfjy8/Px6VLlzBx4kRcunQJNWvWRFBQkMo+\nuhwfYyWp9IWh0gzIqCssLS3x4MEDAEBiYiIsLCwAqMcYHx8PGxsb1K9fH/Hx8Srp9evX12ymXyAv\nLw++vr4YOXIk+vbtC0B6MQKAsbExevbsiYsXL0oivn/++Qe///47HBwcMHToUBw7dgwjR46URGxy\n1tbWAABzc3P069cPYWFhkonPxsYGNjY2aNGiBQBgwIABuHTpEqysrCQRH2MlqfSFoebNm+POnTuI\njo5Gbm4udu7cid69e2s7W6+ld+/eimH/N2/erChA9O7dGzt27EBubi6ioqJw584dtGzZElZWVqhd\nuzbOnTsHIsLWrVsVx2gbEWHMmDFwc3PDp59+qkiXSoyPHz9W9MbJysrCkSNH4OnpKYn4Fi5ciLi4\nOERFRWHHjh147733sHXrVknEBgBPnz5Feno6ACAzMxOHDx9Gs2bNJBOflZUVbG1tcfv2bQDA0aNH\n0aRJE/Tq1UsS8TFWIu01V6o4/vjjD3J1dSUnJydauHChtrNTKkOGDCFra2syNDQkGxsb2rBhAyUl\nJZG3tze5uLiQj48PpaSkKPZfsGABOTk5UcOGDSkkJESRfuHCBWratCk5OTnR5MmTtRFKiU6ePEky\nmYzc3d3Jw8ODPDw86NChQ5KJ8erVq+Tp6Unu7u7UrFkzWrx4MRGRZOKTCw0NVfQmk0ps9+7dI3d3\nd3J3d6cmTZoo7hlSiY+I6PLly9S8eXN66623qF+/fpSamiqp+BgrjgddZIwxxlilVukfkzHGGGOs\ncuPCEGOMMcYqNY0VhoKDg9GsWTM0bdoUwcHBAMp2+PqcnBwMHjwYLi4uaN26NWJiYhTbNm/eDFdX\nV7i6umLLli0aiJYxxhhjukIjhaHr169j3bp1OH/+PK5cuYIDBw7g7t27CAoKgo+PD27fvg1vb2/F\nWBYRERHYuXMnIiIiEBISgokTJyrGK5kwYQLWr1+PO3fu4M6dOwgJCQEArF+/HmZmZrhz5w4+++wz\nTJ8+HYAocM2fPx9hYWEICwvDvHnzVApdjDHGGKvcNFIYunXrFlq1aoVq1apBX18fHTt2xJ49e/D7\n779j1KhRAIBRo0bhf//7HwBg3759GDp0KAwNDWFvbw9nZ2ecO3cOiYmJSE9PV0yM6Ofnpzim6Ll8\nfX3x119/AQD+/PNPdOnSBSYmJjAxMYGPj4+iAMUYY4wxppHCUNOmTXHy5EkkJyfj6dOn+OOPPxAf\nH1+mw7sXnVbDwMAAxsbGSEpKeu65GGOMMcYAwEATF2nUqBGmT5+OLl26oGbNmvDw8IC+vr7KPtoe\n3r1+/fpISEjQ2vUZY0wXOTk5ITIy8o3OUadOHaSkpJRRjhgrmampKZKTk0vcprEG1AEBAbhw4QJO\nnDgBU1NTuLq6lsnw9fJan/r16yM2NhaAmFsnLS0NZmZmpZ5uIyEhAUQk2Z9Ro0ZpPQ8cH8dX2WKr\nDPHdvXv3jf8+pKSkaD0O/pH+z4sK3BorDP33338AgNjYWPz2228YNmxYmQxf36dPH8Ux8nP9+uuv\n8Pb2BgB06dIFhw8fRmpqKlJSUnDkyBF07dpVU2EzxhhjrILTyGMyQEz2l5SUBENDQ6xevRrGxsaY\nMWMGBg0ahPXr18Pe3h67du0CALi5uWHQoEFwc3ODgYEBVq9erXiEtnr1avj7+yMrKws9evRAt27d\nAABjxozByJEj4eLiAjMzM+zYsQOAqH796quvFJMOzpkzByYmJpoKu8Kwt7fXdhbKFcenu6QcGyD9\n+BiTAp6O4xmZTAYpvxWhoaHw8vLSdjbKDcenu6QcGyD9+Mri3in1+y+rGF70OeMRqBljjDFWqXFh\niDHGGHuJuXPnqsxsoA3R0dHQ09NDYWGhVvMhRRorDAUGBqJJkyZo1qwZhg0bhpycHJ6OQ4OkXE0P\ncHy6TMqxAdKPT+quX7+O9u3bY8mSJfD09ET79u2RmZlZ4r6bNm1C+/btS33uV92flR+NFIaio6Ox\ndu1aXLp0CdeuXUNBQQF27NjB03Ewxhir0AICAtC5c2dMnToV//zzD6ZOnarVMfFY+dBIYah27dow\nNDTE06dPkZ+fj6dPn6JevXo8HYcGhYaGajsL5Yrj011Sjg2QfnxSd+PGDfTv3x96enqoXr06+vbt\nixo1aqjtd/PmTUyYMAFnzpyBkZER6tSpAwBIS0uDn58fLCwsYG9vjwULFoCInrv/wYMH4enpCWNj\nYzRo0ADz5s3TaLyVlUYKQ3Xq1MHUqVPRoEED1KtXT1Eo4ek4GGNMw/bvFz8lycgAbt/WbH4quHfe\neQezZs3CnTt3UFBQ8Nz9GjdujB9//BFt2rRBenq6YqTjyZMnIz09HVFRUThx4gS2bNmCjRs3Pnf/\nWrVqYdu2bUhLS8PBgwfxww8/YN++fRqJtTLTyDhDd+/exfLlyxEdHQ1jY2MMHDgQ27ZtU9lH29Nx\nSJ3U2y1wfLpLyrEBFTC+3r3F6507gLOz6jYLCyArC6hg3dxl88rmbwPNefW4fv75Z3z++efYt28f\nfv/9dwQEBGDJkiUwMFD/81m823ZBQQF27tyJK1euoGbNmqhZsyamTp2KrVu3IiAgoMRu3h07dlQs\nN2vWDEOGDMGJEycUAwyz8qGRwtCFCxfQtm1bmJmZAQD69++PM2fOwMrKCg8ePICVlVWZTcdRr149\ntek4ilZTx8XF4b333isxn/7+/ooB0kxMTODh4aG4kcnPweu8zuu8rvPrAODiAq/MTKBKFYSeOiW2\n29kBt24h9PhxQCYr8fjQ0FBs2rQJgOYGlHydQkxZsbW1xc6dOzFv3jzY2dnhyy+/hIuLCz766KOX\nHvv48WPk5eXBzs5OkdagQYMXPp04d+4cZsyYgRs3biA3Nxc5OTkYNGhQmcTCXoA04PLly9SkSRN6\n+vQpFRYWkp+fH33//fc0bdo0CgoKIiKiwMBAmj59OhER3bhxg9zd3SknJ4fu3btHjo6OVFhYSERE\nLVu2pLNnz1JhYSF1796dDh06REREq1atog8//JCIiLZv306DBw8mIqKkpCRycHCglJQUSk5OViwX\np6G3QmuOHz+u7SyUK45Pd0k5NiItxrd4MVFJ9zVR76P88fdXbgsIEGl37pT6MmVx79SF++/cuXMp\nOjqavvjiCxo/fnyJ+2zatIneffddxXp+fj5VqVKFIiIiFGlr1qyhTp06lbg/EZGjoyMtX76ccnJy\niIjo008/pREjRhARUVRUFMlkMiooKCjT2CqLF33ONNJmyN3dHX5+fmjevDneeustAMC4ceMwY8YM\nHDlyBK6urjh27BhmzJgBQHU6ju7du6tNx/HBBx/AxcUFzs7OKtNxJCUlwcXFBcuXL1f0TCs6HUfL\nli0r7XQcjDEJOngQKGnyydxc4IsvSj6mTh3g668BvWe3/2e1PABEmyEAcHEBnJyA8PAyza4uWrhw\nIVYBWokAACAASURBVDKevS8ZGRk4efIkmjZtWuK+VlZWiI+PR15eHgBAX18fgwYNwuzZs5GRkYGY\nmBgsW7YMI0aMACDayhbdX34NU1NTVKlSBWFhYfjll1+4CYkG8HQcz/Bw8IwxnZKRARgZieXVq4EJ\nE5TbliwBpk0Ty/L72q+/AgMHAgYGwLFjQIcOyv1v3QIaNgSK/9HNygKqVXthNqQ+HUdAQAD++usv\nPHnyBFWrVkX37t3x008/wdDQUG3fvLw89OvXD2fOnIG+vj7+++8/pKamYvLkyfjzzz9RrVo1jBs3\nDrNnz4ZMJitx/z179mDq1KlITk5Gx44d4eDggNTUVGzZsgXR0dFwcnJCXl4e9PQ0UpchKS/6nHFh\n6JmK/GVkjDE1LVoAFy6I5XbtgGftfgAAs2YBgYFiWX5fa9MGOHtWLJ89C7Rurdz/2jWgQQPA2Fj1\nGqW4J0q9MCQ3f/58+Pv7o0GDBtrOCntNPDcZUzSAlCqOT3dJOTagHON7NpQIAKDo9Azr14uC0Lff\nAqamyvSuXZXL+vridfBgwMREFI6Sk8UyK9HXX3/NBSEJ01hh6N9//4Wnp6fix9jYGCtWrOApORhj\n7HXs3Qt4e4vlM2eADRuAtDTggw9Emr098PSpKCgVFgKPHimPlXcL//JLURs0dizg4CDSr18X2wIC\nNBYKY1pXzo23S1RQUEBWVlYUGxtL06ZNo0WLFhERUVBQkFqPstzcXIqKiiInJydFj7IWLVrQuXPn\niIjUepRNmDCBiIh27Nih0qPM0dGRUlJSKCUlRbFclJbeCsYYe3UXL4peX9u3q/YMmzZNuXzqlHgd\nPFiZtnq1OP7aNbEeG6t6vKUlUVKSWH7Wm+llyuLeyfdfpgkv+pxp5THZ0aNH4ezsDFtbW56SgzHG\nSuvmTfF665Z4HTxYtV3P//2fclk+8v7Onco0+QjK8sdkdeuqnr+gQDTK7tABqFKl7PLNWAWnlcLQ\njh07MHToUADgKTk0hNtl6DYpxyfl2IAyjG/JEsDNTTzuGj4c+PBD9d5fcvv2iQbRxT37ZxHZ2eK1\nenXg33+B2bPF+uPHgKEhcOJE2eSZMR2h8cJQbm4u9u/fj4EDB6pt4yk5GGOsmKgo4PvvAXmhSj7G\nzZw5yn3atFE9pndvUVAaN06Zdviwsit+Ua6uorE1Y5WYRqbjKOrQoUN45513YG5uDkDUBlWUKTmk\nPB2HPK2i5Ifj4/jk6/IpHipKfipcfMuWIXTlSrEOAO3aITQ5Gbh1C15WVmJ/Hx/Aygpee/cCv/2m\nPH7GDOCnnxB6+DBgaCiOBxCalgZs365cDw0FqlWD17MaoxflJ1QL03EwVu402HaJiIgGDx5MmzZt\nUqxXlCk5tPBWMMZYyaZNIwoNFctjx6pPofHddyUfBxAVnSqisFB5nmcWn1pMU0KmqB/76BHR1Kmv\nnNWyuHfy/Zdpwos+Zxr9BGZkZJCZmRk9efJEkZaUlETe3t7k4uJCPj4+KoWUBQsWkJOTEzVs2JBC\nQkIU6RcuXKCmTZuSk5MTTZ48WZGenZ1NAwcOJGdnZ2rVqhVFRUUptm3YsIGcnZ3J2dlZpTAmJ/Uv\nI8//pNukHJ+UYyN6zfjkhR4iIj8/9cLQDz88/7idO1986m9qEOYZ0qi9o149XyVesnIUhubMmUPR\n0dHazsZr27ZtG3Xp0kXb2SAiopiYGKpVq5aigkNTXvQ54xGon9GFEVDfRNFHLFLE8ekuKccGvGZ8\n8raTRKLH2K5dqtsnTQKePTp7nsdPH+N20m20tW2remp5k4Ebc1Aj7QI29dmEgU3U23CWPqvSHoH6\n+vXrmDBhAsLDw1GlShU0adIEISEhqFmzprazpjPs7e2xYcOGEpunaBJPx1EKFfnLyBirRFJTlSNH\nE6n2GOvXTwy2+NtvQL9+iE6NRn2j+jDUV50ni4igN1/0j6E5qvc1RWEIAB6FAvG/gj67/trZlXph\nqGXLlujZsycKCwsxdOhQ3Lp1C126dEGNGjW0nbUKLz8/HwYGBnBwcMC6devgLR8k9AXkn4Py6EzF\n03EwxpiuKDqLfG6ucvmPP4Bly0QBqV8/EBEcgh1Q5dsq+P3f31VOsTtiN+D8MdDxuCLtRPQJWC2x\nUr2WuRfg+T0ikyPLPg6JuHHjBvr37w89PT1Ur14dffv2fW5BKDIyEh07doSJiQnMzc0xZMgQxbZb\nt27Bx8cHZmZmaNSoEXbv3q3Y5u/vj48++gjvv/8+ateujdatW+PevXuK7Z999hksLS1hbGyMt956\nCzdu3AAgZl34/PPPYWdnBysrK0yYMAHZ8mETitm0aRPat2+vWNfT08OaNWvg6uoKU1NTTJo0SXFO\nExMTxTUA4NGjR6hRowYeP34MADhw4AA8PDxgamqKdu3a4dq1a4p97e3tsXjxYri7u6NWrVoYNmwY\nYmNj0atXLxgZGWHJkiWIjo6Gnp4eCp9NI+Pl5YUvv/wS7dq1Q82aNREVFVW6X04Z4sJQJRFa9L9B\nCeL4dJeUYwNeIb64OODuXaB2bWVa587iNTgY6N4dsLNTbBqxdwTgvhwwa4MFp79TOdU/j+4C9fup\npM37+xs8zCsA8jOx1Fp1QMV7TzNKHU9l884772DWrFm4c+cOCuSDVj7HV199hW7duiE1NRX379/H\nxx9/DADIzMyEj48PRowYgUePHmHHjh2YOHEibsoH0QSwc+dOzJ07FykpKXB2dsbsZ2M//fnnnzh5\n8iTu3LmDtLQ07N69G2ZmZgCAGTNmIDIyEleuXEFkZCTu37+P+fPnlzq2gwcP4sKFC7h69Sp27dqF\nP//8E1WrVoWvry+2b9+u2G/Xrl3w8vJC3bp1ER4ejjFjxmDt2rVITk7G+P9n77zDmsi6MP4mdKQX\nARFEERBRBLGtFewNXd1d7Aquvbtrr+juZ1ldu2vvvey6YsOaKOoComIDpEhRBEV6qAk53x8ThgRC\nU0TE/J4nTzIzd+7cO5nMnNx7znknTsSAAQMgFArZ8idPnsTly5eRnp6O48ePw9LSEhcvXkRmZibm\nzJkjty1Hjx7F3r17IRAIvogGXLUaQ2lpafjxxx9hb2+Ppk2bIiAgQKFNpkCBAgUAkySxcWMgI6NI\nX8zPj3mfNKlE8adpiYBeC6DZKrww6Meud9zhiM2vSk57xVtMBL47A3C4MFSRzarS68Qg/HHvj6rr\nSxXD4VTN62M4duwYNDU1cf78eTg5OWHWrFkQiURyy6qqqiImJgbx8fFQVVVF+/aMv9bFixfRsGFD\njBkzBlwuF05OThg8eLDM6NDgwYPRqlUrKCkpYcSIEQgODgYAqKioIDMzE6GhoRCLxbCzs4OpqSmI\nCHv27MGGDRugp6cHLS0tLFy4ECdPnqxw3xYsWAAdHR1YWFjAzc2NPebw4cNl6jl+/DiGDx8OANi9\nezcmTpyI1q1bg8PhYPTo0VBTU4O/vz8AZipqxowZMDc3h5qaWoXaweFw4OnpCXt7e3C5XCgrV3vW\nn+o1hmbOnIm+ffsiNDQUT58+RZMmTbBmzRr06NED4eHh6NatG9asWQMACAkJwalTpxASEgJfX19M\nmTKFneubPHky9u3bh4iICERERLDSGvv27YOhoSEiIiIwe/ZszJ8/HwCQkpKClStXIjAwEIGBgVix\nYoWM0fUtUJsdVAFF/75manPfgI/o3+zZgLm57DpV2ZEcIsJzox/Y5SyOBrRWaeFB/AM8y0wDDFpB\nhyMGhBl4+u4pTj0/hah4PlNYSQNqXOZh87OxNpD7DrCZhfmPZafaahIlw+k+7vUxWFhY4NSpU5gz\nZw62bNmCs2fPYteuXXLL/vHHHyAitGnTBs2aNcOBAwcAALGxsQgICIC+vj77On78OKu4wOFwWCUG\nANDQ0IBAwIzWde3aFdOmTcPUqVNhYmKCiRMnIjMzE0lJScjOzoaLiwtbZ58+fdiprIpgalo0baqp\nqcke09XVFdnZ2QgMDERMTAyePHmCQYMGsX35888/Zfry5s0bvH37VuacVZaP2acqqZAxJBQK8fz5\nc9y9exfPnz+XGQ6rKOnp6fDz88NYiRJyoVyGQptMgQIF3yznzgH37xdpjRUSF1fmbpcjLgNc9aIV\nus2QpdsSbfZ3AtocBvScMdtUB+CqocVOJwz9exgKoMQWV5Vok001rw+om0hGmH7H8WfH0edYnyrr\nXm3Dzc0NI0aMkPGRkcbExAS7d+9GfHw8du3ahSlTpiAqKgqWlpbo0qULUlNT2VdmZia2b99eoeNO\nnz4dQUFBCAkJQXh4ONatWwdjY2NoaGggJCSErTMtLQ0ZGRmf3E8lJSV4eHjgxIkTOHHiBNzd3dno\nOUtLSyxevFimLwKBAEOGDGH3L+78XBFn6C+tPlGmMXTx4kW4u7tDV1cXHTp0wNChQ9GhQwfo6Oig\nf//+uHjxYoUPFB0dDWNjY3h5eaFly5YYP348srKyFNpk1YTCL+Prpjb3rzb3DSijf2IxMHgw0KED\nYG/PrOsjMURGjiwqZ2sLAPB/4w/OCg7EJEb/E+6AViOst7YuKuewEmjqzS52NLIElNQApy1Al1tA\n/cFYVk8PqR06gMTMNI+Fpr5Mk0b8Mwq+kb4Qk/hTulyrWLVqFTtiIhAI4Ofnh2aFkijFOHPmDKuQ\noKenBw6HAyUlJfTv3x/h4eE4evQohEIhhEIhHjx4gDCJEVxWJF1QUBACAgIgFAqhqakJdXV1KCkp\ngcPhYPz48Zg1axaSkpIAMM9AaZeSylC8DYVTZdJTZAAwfvx47Ny5E4GBgSAiZGVl4dKlS+w5koeJ\niQmioqIqdfzqplRjqEOHDtixYweGDRvGOm69efMG6enpiIyMxPDhw7Fjxw506NChQgcSiUR49OgR\npkyZgkePHqFOnTrslFghX1qbzNPTE97e3vD29samTZtkbmJ8Pv+rXg4ODq5R7VH0T9G/b35ZypDh\nA+DPng38+y9gYcEsS7aJXbvg78t/Y+OJjQCAVrtbASlNgeBg9Dc0BLm6AsHBzMuwHbNTcDAyHjL+\nH9Btxm631TWDnooKQgKYZUMVFZxu2rRofz0nAICSlxKmbJ+C1+mvS7Sfz+fD09OTvV/WdiIjI+Hg\n4IBNmzahW7dusLOzw8SJE+WWDQoKQrt27aCtrY2BAwdiy5YtsLKygpaWFq5du4aTJ0/C3NwcZmZm\nWLhwIfIl0YLynn2FyxkZGZgwYQIMDAxgZWUFIyMjzJ07FwCwdu1aNG7cGO3atYOuri7rciKP4seQ\ndzzpdW3atIGWlhYSEhLQp0/RaKGLiwv27NmDadOmwcDAADY2Njh8+HCZz+6FCxfi999/h76+PjZs\n2FDq8b8opWVjfPLkSYUyOla0XEJCAllZWbHLfn5+1LdvX2rSpAklJCQQEdHbt2/Jzs6OiBhpjtWr\nV7Ple/XqRf7+/pSQkEBNmjRh1x8/fpyV4OjVqxf9999/REQkFArJyMiIiBhpjolSKeonTJhAJ0+e\nlGlfGadCgQIFCqqe4i4txbG2JgLoj5u/EbxB2NiCwONRpwNdCDweeYWGskX1bvMIvKJXQm4ucwie\n7PoCScbfxxkZhGKZscHjEc78zhxL8noveF+BbnwbGahXrFhBsbGxX7oZCj6Bsq6zUkeGHB0dK2RM\nVbScqakpLCwsWKv1xo0bcHBwgLu7Ow4dOgSAifj6/vvvAQADBgzAyZMnkZ+fj+joaERERKBNmzYw\nNTWFjo4OAgICQEQ4cuQIBg4cyO5TWNfZs2fZBE89e/bEtWvXkJaWhtTUVFy/fh29evWqULsVKFCg\n4LOgpAQ4OABaWiU2JQoSIZwxHZg7F5FZEsFqg9YAAD9jLwDABDMztvwQk6LPTXOfwlQSxfPIxQUA\ncMLeHrmdO4Mr+fftpK2N2HbtZI45xNgIMJId6TeuY/wpPaxVLFu27IuEfCuoJsqzpBISEmjOnDnU\ntm1bsrGxoXbt2tHcuXPZ0ZzKEBwcTK1atSJHR0caNGgQpaWlKbTJqgmF/tPXTW3uX23uG1EZ/bOw\nINq+nRkV4nJlNhWOzBARDfx3KmHfUMLhiczozfkdZHv7gkz5/IICEohEBB6P5oSHsOtzRCKaGR5e\noXaGCATUJCCA/GL9CN4gz389K7RfVdw7a/v9V0HNoKzrrMxg/sTERLi4uMDY2BgDBw6EmZkZ4uPj\nceHCBRw9ehQPHz6EmdS/k/Jo0aIFHjx4UGL9jRs35JZftGgRFi1aVGK9i4uLXG9+NTU1nC6u4SPB\ny8sLXl5eFW6rAgUKFHxWGjUCmjQB1q0DtLVLLXYlRxNo9GPRCp0mMM19KlNGhctFoSCHk44Bu15d\nSQmbbGwq3CQigosZM5q0f8D+Cu+nQMHXTpnaZNOnT0diYiJOnToFLrdoRq1Qo8XY2Bjbtm2rloZ+\nbmqyNo4CBQpqGaGhQNOmQGQkIB0RBiAyJRI2WxkDpmBZAZROLgDM+sqU2WDdCLMtqnbKJiwrCwOf\nP8fLtm0rtV9t1yZTUHso6zorc2To2rVrOHfunIwhBDCaJt7e3qyvjgIFXxNtrqxDskiIKPeSo44K\nFHxWRo4Ejh0rWrayKlHEN9KX1RRbeXslwC3K4mulro6Y3Fy8za98rrfy4HA4UJgjCr5VyswzlJCQ\nADs7O7nbbGxsZDJOVgQrKys4OjrC2dmZTZqokOOoHqTDemsjlenfQ2UbvNJujxcpMXDxWfb5GlWF\n1Obvrzb3DZDq34cPwN9/F204cYJxopbAWcEBZwUHytyi/6grbq8ATIqUvttqayOkdWusbdSoytvJ\nARTGkIJvlnIzUCtJ/VilUVZWrnReAA6HAz6fj8ePHyMwMBAAFHIcCqodsYoeAODftxF4pNMVBeKy\nxRcVKKgSJkwAChXFp00DpBTNpVl8S8pAl8oyfbhJEyy3soJ9nTpsVFhVwsGXT3ynQMGXosxpspyc\nHIwePbrUH0heXl6lD1i8Lh8fH9y+fRsAI8fh6uqKNWvWlCrH0aBBA7lyHL1794aPjw9WrFgBgJHj\nmDZtGgBZOQ4ArBzH0FJuRrURhf5TSYRiEQAV/PcuDB3NHKq8TVVJbf7+anPfAKn+nTvHvCcnA/pM\n5udfrv6CBroN0KpeK7Z8ik7Lop07XQEAnGnaFD/WrftZ26kYGVLwLVOmMbR48eIyHY4WL15cqYNx\nOBx0794dSkpKmDhxIsaPH1+mHEc7qTwYhRIaKioqCjkOBVXCihQNAMDisEDcruHGkIKvnKws5r1d\nO8CAifZKzUnFRv+NRWX0W2FosxE4GXG9xO6f2xACakAG4BqOt7c3vLy80KBBg1LLHDt2DIcPH8bV\nq1ersWXyiYuLg4ODAzIyMhTfbQUo0xiq6lTr9+7dg5mZGZKSktCjRw80adJEZntNkOOwkjg06unp\nwcnJif1XVzjv/7Uub9q0qVb152P716GTJKlcsESqwMkJGQXiL97+b/n7k/YZqgntqdRyp07AlCng\n9+kD6OnBtUMH4MYN8P38gJ494dq5M/j9+gHduzPl791j959yaQpQmG8xGoDuCJzkOmH0d+2Q8ywK\nZ5KSACenautPfF4eSFe33PJ8Ph8HDx4EAPZ+WZt5/vw5Jk+ejMePH2PLli1wcHCAr68vK1wqzYgR\nIzBixIgv0Ermu9i/fz+6du0KgBFUzczMZLe7urpi1KhR+Pnnn79I+2o8ZSUoio6Opri4OHZZIBDQ\nwoULacCAAbRq1SoSiUQfnfzI29ub1q9fT3Z2dgo5jmrgm01sJ8X16DvU9eqfJSQKGl7c8PkbKI+c\nHKK8vAoVrc3fX7X0LSiIKD+/aurKziZKTiZq1KhISqMwKayycgmZDV7h5+7dZaqpv6E+4XdtwgoV\ngjdX5ppc8uoV+9ns3r2qaXc5RGVnk5Xk/lkZquLeWZPvv61btyZvb29atmwZhYaG0rlz5ygrK+tL\nN4tFKBQSEZGVlRXduHGj1HKurq60d+/e6mpWjaSs66xMB+qff/5ZJknitGnTcOrUKdjY2ODgwYNY\nsmRJhY2u7Oxs1krNysrCtWvX0Lx5cxkJDYUcx+ej8B9ebaUi/esRU4BbHOsS66PrOFfqWDdf3QRn\nxSeMYAqFQEoKoKEB9OtXoV1q8/f32fu2ezfQqhVw/Trw6hUg9W/5oxg5EjA0ZOoqZONGgMMBRKIS\nxV0LP3TuLLP+TcYboIMP0Pka0OUmAKCTZGRGVypwZYyp6ae1t4IoHKjl8+LFCwwePBhcLhcaGhr4\n/vvvoampKbfswYMH0alTJ3aZy+Vi165dsLW1hb6+PuvHmpeXBz09Pbx48YItm5SUBE1NTXz48AEA\ncPHiRTg5OUFfXx8dOnSQSTRsZWWFP/74Ay1atICWlhaGDx+OuLg4uLu7Q1tbG+vXr0dMTAy4XC4K\nCgqwePFi+Pn5Ydq0adDW1saMGTMAALNnz4aJiQl0dXXh6Ogo055vjrKsKCMjI8rMzCQioszMTFJX\nV6cHDx4QEVFoaKiM8Gp5vHr1ilq0aEEtWrQgBwcHWrVqFRGRQo5DQbVRfEQIPB7p+h4uIVjJkp3N\nvEpUVIqwpjSJiURv3sjfNmmS7OhBWlql+qGgEuTmFp3n06eLPksESz8KOaM/FXrFxMhU0+HYYJlr\ncWxoKL3LyyPweCQsKCDHwEAZcdXPTXR2Nlnev1/p/ari3lmT77+dOnWi/v3704gRIygqKqrMsgcO\nHKCOHTuyyxwOh9zd3Sk9PZ3i4uLI2NiYfZaNHTuWFi9ezJbdtm0b9enTh4iIHj16RHXr1qXAwEAS\ni8V06NAhsrKyonzJ6GaDBg3I2dmZ3rx5Q7kSUV4rKyu6efMmW190dDRxOBwqKCggImZkaN++fex2\nX19fcnFxofT0dCIiCgsL+yiZra+Jsq6zMq9AHR0d9jOPxyNjY2OZ7VpaWp/YtJpDTf4xVgW1eZqF\nqGL9K3zoqFw+Qt8HXqWJwbdp8H/nSjWG0pvZyjd6JA+3d4J3pR/MxoZITY3ow4eS2/r0kX1IKiuX\n2/ba/P191r4NGSLfMJk8uXL1ZGcTiURE//xTVIeXF7OtcHnhQiKhsOQ0mbs7ex0ViAsoR5hDjxMe\nE7Z1kTGGihOXk0Nh1TgdE5OTQ6p8PvGl/pBWhOowhuT9kfmY18cQFxdHHh4epKWlRdra2jRz5kx2\naqo48oyhe1LTnB4eHrRmzRoiIrpx4wZZW1uz29q3b09HjhwhIqJJkybR0qVLZeq2s7OjO3fuEBFj\n+Bw4cEBme0WMIelpslu3bpGtrS35+/uzZWo7ZV1nZTpQN2zYEDweD25ubvDx8YGbmxu7LSkpSa4D\nmQIFNR2usibOte4JAHibnY5//rsnW+DtW6BePeg8DwcAkFAITn4+oKGB/OT3UJUU672tHR7Nl5oq\nuXiRccxevBiIiwPy8gAjI2ZdixZF5QqK5TXilpvuS0Fl2b6dyeUjcVwuwY4dwF9/Vbw+edMiQ4Yw\n72vXAvPnA7/9xiRR9PFhvvecHOD1a8DSkg2r73+8P65EMuHysF+K5nXq4EVWFsRyDmmhri5n7eeD\nAyCfCK7BwaAaNi37JdtjYWGBU6dOYcWKFWjQoAGWLFkCGxsbTJ06tUL7m0pNc2pqakIgEABgpoez\ns7MRGBiIunXr4smTJxg0aBAAIDY2FocPH8bWrVvZfYVCoUyi48LI6cogHaDk5uaGadOmYerUqYiN\njcXgwYOxfv16aJehk1ebKfMuvGLFCgwaNAjOzs7YsWMHfvnlF3bb+fPn2Vw/Cmo+tdnnBKhc/447\nOLKfjdW1AK4ak3gxJgbv7l8HzM0RunsVWyb1TSSgpQUoKSE+6jG7ftzZ6KJKP3wA3N2BpUuZB6B0\nDi4nJyAhgQmrPnsWkMqmDgDIzwcCAoAzZ6qkf18bn6VvEt8M3LgBODgAGRlF2wp9HX/99ePrz8wE\nCv0O581jxoAK/Xzc3YHvvgO6dgXGjIGrmxugpISANwFFhhAAl4b9MNjICN/p6KCfgYGcg1Qv0l5w\ny6OjEZaVhdzihvs3jpubG0aMGCFXKLyyKCkpwcPDAydOnMCJEyfg7u7ODjBYWlpi8eLFSE1NZV8C\ngQBDCg1wlEyFUF4ktrzt06dPR1BQEEJCQhAeHo5169Z9cr++Vso0hgYOHIigoCAsXrwYL168QFsp\nAT97e3usXr26UgcrKCiAs7Mz3N3dASikOBR8GQZHvwMkeUBUuEqAWITUvGygYUOYdGBGjOwnFuXQ\nSk96zX5u+F1fPGzE5CeaEgQI8pl/eTKjPTk5gFReKwDAqFGMwfPTT8yykhIgFjNOvQBjKHl4ADdv\nVmFPv2HGjSv67O5epArv6gp4ejKfN2yoXJ1btjDfo1jMGMeVZMrlKQCAWW1nIWZmDN6LxKijpIQ7\nzs7wad680vV9TlbGxsL+wQNEFWbM/oZZtWoVO5ojEAjg5+eHZs2afVRdVMxBffjw4Th58iSOHz+O\n4cOHs+vHjx+PnTt3IjAwEESErKwsXLp0iW2HPExMTBAVFVXh7UFBQQgICIBQKISmpibU1dVLVZz4\nJqi2yToi+vPPP2n48OHk7u5ORERz586ltWvXEhHRmjVraP78+URE9OLFC2rRogXl5+dTdHQ0WVtb\nk1jiRNi6dWsKCAggIqI+ffrQlStXiIho+/btNFniB3Dy5EkaMmQIETEO2o0aNaLU1FRKTU1lPxen\nmk9FtVObfU6IKu4z5J+WTGRkxPhwpKQQbdlC4PHo8I7FJXw9ghtqEgF0YP8MmfX+9jp0uWcjSlYH\nPXr7iKn87duiMvfvE40aRdS/P9FPPxFZWBANHixbf6FTbGys7Prvvvvo/n2tfFTfbt0ikgR3kL8/\nkVSwBB09ypzLX34h6tu3aH2h309ycsWc4IkYZ/fmzYnq1CHKyKh8O4npn1gsJniD4M0cUywWk+X9\n+3Snkv45n5MMofCjfGyq4t5Zk++/Xl5eZGlpSXp6emRiYkKenp6sI3NxDh48SJ06dWKXuVyuU3aD\n3QAAIABJREFUjNO1p6dnCV+gxo0bk6GhYQk/JF9fX2rdujXp6emRmZkZeXh4kEAgIKKS/kFEROfP\nn2fb+eeff1J0dDRxuVzWH+i///4jW1tb0tfXp5kzZ9LNmzfJ0dGRtLS0yMjIiEaOHFmjUgZ8Dsq6\nzsq8AuvXr1/i1bBhQ3Jzc6Ndu3axBkpFeP36NXXr1o1u3bpF/fv3JyLGISwxMZGIiBISEtgcQ6tW\nrWKdzIiK8ge9fftWJseQdP6gwjxERLI5hqTzEBERTZw4kU6cOFHyRNTgH2NVUJsfpkTl92/ghbkE\nyUNJJjcMQNwbN+gPjx4ljKEU9dIjgwJ7OxIBNMjbnjlAcaMGINq+ndnWvbvs+h9/LGpYUpLstoED\nP6p/XzMf1TeAaMQI2XMnvQ0gkuQpyxPl0fp76yk5O5lGnxtNY895lW8MjRhBdP68bP2lOJn6RvhS\nnojJFyUWi+lN+ht68f4Fu/33Q7/Ts3fPCN6gG0lvaHRICHV89IjA41FKVeU+qkKWSeU4qgi13Rgq\nZMWKFRQbG/ulm6HgEyjrOivTgfrIkSMl1gmFQkRHR2PTpk1IS0vDvHnzKjQCNXv2bKxbtw4ZUnP3\nCimO6qM2+5wA5ffvvFZfAMXmzSXZgHsGBeGlVtEUrbCOBlSycqBfygxB/r49cPrnbwBP8Y93KODN\nAfr0KVnw5UvmXdpfBQDCw4s+6+gUfW7cmHnsyqE2f38f3bdjx2SX4+IAc/Oi5fHjAQATLkzAoSeH\nMOf6HHbTgqVTYfPbdtn9hw9npsA2bWLqLl5/MUd3IsKgU4Nw/uV5XB15Fa5WrtBapQWhWFiiqUt2\nLIFbw674KSwaqZJcRL309aGvolLJTn9+frWwwMrYWAiL5UX61lm2bFn5hRR8tZRpDJV1k3J1dUW/\nfv0qZAxdvHgRdevWhbOzs0zqfWm+tBSHgtoNh8QgTjEXud9+AwD88PA27qsWJeJTiX3NRAOVgurY\ncYCeAXDJt2jllSslytG6dXj+7hmaOzkBgYFMVJmTE/D0KbOdCMfCTmNk4Q4LFgBz5jDOudIRHSkp\nrJ7VN83Dh4zzuZSvIAC81QLqCQA8ewZIhJqxdClgaIgtAVtw6MmhElXZcreDuFwmSaKy5DZ44gTz\n7uMjW7hNG+b7k/D8/XNEpkRi0KlB7LpeR8tP4qrT0Is1hHrq68NXOsKwBqGjrIzItm2hrIhyVPAN\nUaYxVBY2NjZ4//59hcrev38fPj4+uHz5MnJzc5GRkYFRo0bBxMQEiYmJMDU1RUJCAupKxAjNzc3x\n+nWR0+qbN29Qv359mJub482bNyXWF+4TFxeHevXqQSQSIT09HYaGhjA3N5cxwF6/fs1qtxRHoU32\n9S4X79/NWzcRGP8AC0ctAAA0eXQFdq+TWE0yZm8mO/Dof66icYEYfACukpGZwu1dNDXByc7Grdat\nwX3wgM0mzJeojrPLAP61BT44AEfPMctuE9SAhoCehRbO+l6GUmpqUXk+H24H3YCGQL4zB42m7Aay\ns+GalgYMGgT+vHmAqipc27UDDA2xafVqOLVrV2POd1UuS/8+Zbbn5MBVMuLG5/MBNzfm/Pn4gA8g\nQ0sFvp2FON4c2LgTsFy2FN0eMdF+/K5dEfnPXmx8zQih/tbwNyy9tRRoCPz63a/48/if4IvFcL11\nC+jZE/zff2eODwD6+uDn5DDLz54BubngHzgA8PlwdXVFn2N98OaJ5D7UUNJwSWDhxkkbMfvqbHYZ\nDQGVOBUIC4RIjsgDGgH5nTvj7u3b4Evq+9LnX97y64AAvC5l+7emTabgG+Fj594CAwPJwcGh0vvx\n+XzWZ2ju3Lmsb9Dq1atLOFDn5eXRq1evqFGjRqx/Ups2bcjf35/EYnEJB+pC36ATJ07IOFA3bNiQ\nUlNTKSUlhf1cnE84FV8FtdnnhKhk/w6Fy/o8uFzfU6r/jzy/kwJLi6LluDjG8dbGhqhVK7r04QNp\n3L5dYt9hg0F1FjKfs5TBOszCGzTeZzxTV0QEUXw8bfHfIrOdiIju3SvZlpgYJnHf8eOf6cxVgIgI\nos/oWMl+d3l5RfphS5YUnYfMTEbHTercbG0te373OMt+F3+H/M1us91qS0REY86Noa0BWykuLY45\n54Xlt26Vfy1I6TISEeUKc+n089NsvV7/MkkXh/89nOANysxjHLqnXJxCOqt1aPLFyTT237F03vc8\n7Xu0jwY/e/bRif9qMlVx76zt918FNYOyrrMyr8C9e/fSvn37ZF47d+6k+fPnU926dWn//v2Vbgyf\nz2ejyWqKFAeR4sdYmygQFxB8drEPHmGBkOqdXy3/gdevH/s54v7FokpSUpioIzmwzqXF6vIaoUXw\nBo0dABr3jxf1OtKL9j7cS423NCZ4g4z/MKbI5EgS5AnYB+rtmNtFxtDVqyUddv39mc/Pn3/ek1Ya\nqyXnTRL1+VkxNy8yfgwMis7DvXtER47InJt6v4A9p2FJYTLbxBwOGaw1YM9xYmaizGHyRHmyxpC8\nV7FInamXpsoYX/AGvfzwkoiY6y07X45sSzHUb9+mi/Iykn/lKIwhBV8LZV1nHEkBubi6upbw41FW\nVoalpSWGDBmCnj17frYRq+qGw+GgjFOh4CvijeADLIKeAwCeNa2LUVcXI9hiJqgwg3q9eozfjro6\nkJjIOC4DTOJEQ8Ny6x/64gVOJSWx9a1rD8y9D4wcBGh6jceeR3sAAPsH7IeXsxda7W6FhwkP2f07\nN+iMO7F3EDIlBIaahjBZb4JTP55CXkYqRrWfVHQgPz+mnVOnMjmKqijJKWcFByBAvFxcvp+e9PZz\n5wCJkHKF6NYNWLYM6NKl7HIFBUV+O9L88APj0zNsGHDiBJIjnmKXQTRSNYD1HYCtfbaiv21/mOlY\nQq1YfhSONzDOeRz2DNgj95Be571w4PuDpbfp9WuZXFHSwry7+u/C+Jbj2XP3KDMTLbS0oCRZThUK\nkVVQgPqSDNIhWVlQ4XBgGxiIpPbtYaSqitpEVdw7FfdfBdVBWddZmT5DpTk7K/j6kPZPqI1I9y8q\nM4ld3/xpDGAh63CLQ4eKjJ4GDYrWVzCRnmUxmQT1abOA+5tgKgD+12crawwVRhWt67EOVyKv4G3m\nWxx7dgx3Yu9gS+8tsDe2ZzJfAxhylsksa3hiJfoOk0StSKlf8+/fh2t5xlBsLGPolRGhlJmXCfJm\nPk9wmYjd7ruZhQ0bGIfy1NSiwlKp/wEAgwYBbdsCPB6goVF2W16+BG7dYiLpHjwosyjf1LRI2b0Q\ne3smW/eCBcDQoQAAQwCLJW3f3HszRjhPRKfHj/EiOwYzxw+DxqsTON4c0JAEc7W3aF/iWIl5edBT\nVsb+AfvhPPkwHu+QEsJ49w6QRLdCTw8A4+SemZ8JdWV1hE8Lh4WurATC4levsCouDjdatEBXPT30\ne/YMV1JS2O311dTwJiAAas7O6KGvX+sMIQUKaguVDhdITk5GQEAAkpOTP0d7FCj4ZKIFyeCKJXHx\nynI0paT1qqRHJCr5oJo9ZQriV86FV39G3qHd1NVQU1Zjt09wmQAAcGvohj96/IEjg4pSVUxvOx0A\noMRVgrZqUeTY2twbjCFROFpVSHo6MHEiM1Jz7x4QGgpInFgBMJM7VlYl9LZSR/0EQcvmyH8Zgn/D\n/oXl8qJQ/r1Be8BZwUFsWiwjTZGWxjiY5+fLhKlzlgOmhcoVAQGMTtedO7LH7tULKMxI7+MDNGnC\nfA4KYtpMBDRvznyuUwd48oTZLhIxI3KamowhtnMnsGQJsq5fxu6Hu5EZXBTF1bcoQS9mtJ2B66mp\neJGdDQDYPHwC1nTVR9v2P+GlMVNmjNMYtvz/YmOx9+1bmP33HzT8/CAiQraRVFoDKyugbl0gOZmJ\n6KtTBxl5GeCu5EJ3jS5yRbkwrmMsc25jc3OxKi4OAPD98+fg3r4tYwgBwBuJLEseEdpJp1FQoEBB\njaLMabKVK1fCxcUF/fr1A8CEyHt4eEBbWxtZWVnYu3cvhkr+tX3tKIZpawe5olxo/NURujaTka5h\nza63TExE7LBhzMO3eMr5wqmgCn7/syIicOjdO6SJRMjt3BmqAOLrqsP8fS44XC58Xvqged3maKjf\nsMS+Z0POwlrfGs5mzjLrW+5qiXkd5mFb4DbcHXuXGakpSzvL2Rl4/Jhp85MnwP/+B5w5gzzvpVBb\nvpIpIzX9NOwHQMSVlT8LNwDsZgDdG3XH9dE35B6GZwV09QSiZkRh+1BrJGgBx/+B7Pl69gxwdCy5\n88iRwNGjpffhwwdg2zbA27vE99Jxf0fce30PP74A9obZYMQCW1yKuATRUhE4HA6aPwhCe11d7E1I\ngDqXi1yxGNsttLHp4UFEhO8HLcmSORRHzih3k4deCJ0TwyxkZcmIsablpkF/rb5MeVoue31EZmfD\nRirkHgD6GBiUMIgKyejYEdrypgO/cr6VaTJvb294eXmhgfRosoIvwurVq/Hq1Svs2SN/Grw0yrzO\nynI2ql+/Pr19+5Zdbty4Mf3+++9ERBQQEEDW1tYVclrKycmhNm3aUIsWLcje3p4WLFhARIwDdffu\n3eU6UK9atYoaN25MdnZ2dPXqVXZ9oQN148aNacaMGez63Nxc8vDwYB2oY2Ji2G0HDx4kGxsbsrGx\noUOHDsltYzmnQsFXwthr3oyD860bxL1+oaSzszwAOnX5conVv8fE0KiQkBLrvUJD2XqDCyUhqgC/\nWD+CN6jj/o4UdGE3UevWjON0edFvxda9j3pG4TdOU9BPHUvfb9069nPrcaAkDdDTurJlDjuC6s4B\nCQsYmYDzYefp2btn1O5nSZk8Jusy/fsvkYmJbP1r1zLyF/n5RJ06MevMzJiszvfvF5UbPJioRw/2\nHMSmxco4KQ88MbBk1B0VObEvjIqiNKGQ7Pz9qd69ewQej9ZHBMuc12yRqITMBHg8sj/Qnx7/d45p\nh1Q2/YTMBJljev3rJXPs2Jwc8k9PZ+tpHRRE4PEoSXI++j55QuDxqPOjR9Q9OJjicnJoXmRklV0n\nNY2quHfW5Pvvs2fPqGPHjlSnTh3S19enjh07srIYXxMHDhwgLpdLWlpa7EtbW5sSEhLK3G/58uU0\ncuTITzo2j8ej+vXrf1IdVUFZ11mpW8aMGUOqqqrk6elJnp6e9NNPPxGXyyUPDw92nZaWFnl5eVWo\nEYWaJ0KhkNq2bUt+fn4KbbJq5FsJrR/rt5t9SDXgnSPweGR8h0cJNo1LNYamhYfT5tev2eX43Fwi\nKnrgisRiyhAKqUDyDh6PTO7eJfB41O3x4yrrg7BAKPMQfpzA1B37JoR4pRk1jo7s5yzlYuHlHQwo\nSxmU371r0foTJ4imTmXCxiXrgk0Y6RG9+SClpaCOXigRPi5NniivZDtmz2YMirZtiQwNSVQgos4H\nOtPp56eZnYpL9/Tqxe7Lk3wvIe9D2OP2OtKLiIg8zngQvEELri+g6NRoIiISicXsd7NSEjX6vSRs\nHTweHSp2cx8ktQ08HoVlZRUte4NuRN0gIqKY1BiCN8h6szXBG+R60JU5XoGI0nLS2PqaBQbK1JdX\nUEBR2aVHk9X2315tN4Zat25N3t7etGzZMgoNDaVz5859lRpeBw4ckNFNqyjlGUNisbhcaa6v2hgi\nImrUqBE9efKEiIjWr19PLi4u7DaxWEzm5uaVbkxWVha1atWKnj9/rtAmq0Zq+w25sH84/iuBx6NH\nr19TzqhR9LLwpjV3bqnh4TPDw2ljXBy9zsmhE4mJBB6P/oyLYx92Cbm57OenmZkEHo/OvX9fKf2m\niiLIE5DG7xolwrhLNYakXiuuLCixLrCfM5Mi4OJFonfviIgoSySiFoGBJI6PJ7p2jS1758UVGn1u\nNMEbtPPBTnqa+JREBSL5DS12nOv9m9Lki5NJVCCi61HXZULb4Q0SFYhox4MdBG9Qu73t6GniU6LQ\nUMYYuniR0nLSaN61eeS4w5GSs5OpQMzogH3I+kAP3z5kD/shP59Gh4Sw5/60pE/Sxsk6Kf2oVTEx\n7Po3ubmUJRJRSn6+jDE04/IMmXQHxUehChGLxXQ/LY3dd+iLFxXSZ6ztv73abgxpamrS06dPydvb\nW2bGQR4RERHUuXNn0tXVJSMjI/ZPORFRaGgode/enQwMDMjOzo5Onz7NbhszZgxNmTKF+vXrR9ra\n2tS2bVsZgddZs2ZR3bp1SUdHh5o3b07PJak2cnNz6ddffyVLS0syMTGhSZMmUU5Ojty2HThwgDp2\n7Fhq29esWUPm5uakra1NdnZ2dPPmTbpy5QqpqqqSiooKaWlpkZOTExERdenShRYvXkzt27cnDQ0N\nioyMpP3795O9vT1pa2tTo0aNaNeuXUREJBAISF1dnR2VKhyNEovFtHr1arK2tiZDQ0Py8PCglJQU\ntj2HDh0iS0tLMjQ0pN9++40aNGjAitMWN9B+/PFHMjU1JV1dXercuTO9ePGC5FHWdVamA/Wvv/6K\njh07wsXFBYsWLcKSJUvYbTdu3ICtrW2F5+rEYjGcnJxgYmICNzc3ODg4lKlNJk9PrPh6hTZZxanN\nkWSAVP/M+sNaFXCeNQvqR47AttAPJD+/VAdpLoeDAgAW/v4YFhoKAPg1Kgq6Eh+W9IICtqxjUBBc\n9fTwvbGxvKo+mTqqdZC9OBvh08Jl1rtK3of8CGgtBJ4bA9Ol5NA43sCCHowURcoab3Z9q72XGSmP\nfv0YB2EAifn5eJKVhW7v3wM9erBlOzXtjUPfHwItJ0xsNRHNTZpDiVvMv6o4V68i+NYJ9GgVgh1B\nO6D8mzJ6HOmBlJwUrO2+li2m/JsyJl+aDADwf+MPx52OGBg8H8mCJFxRvQO9tXr44/4fOP3jaRho\nGIArkU4x1DRES7OWbD1G9+7h8Lt3GGBoCHJ1xU+SPilL/L5WWlnhvZAJJ7uXno71kkz2wa1awVxN\nDZpKStAr5rezJXALtFbLRhI+nfRUZvnYu3fg3r6N9o8fs+tmmJtXSEKotv/2ajuFz7+IiAgUSN0L\n5LF06VL07t0baWlpiI+Px4wZMwAAWVlZ6NGjB0aOHImkpCScPHkSU6ZMQajkfgMAp06dgre3N1JT\nU9G4cWMsXrwYAHD16lX4+fkhIiIC6enpOHPmDAwl0bALFixAZGQknjx5gsjISMTHx2PlypWV7uPL\nly+xfft2BAUFISMjA9euXYOVlRV69+6NRYsWYejQocjMzMRjqev/6NGj2Lt3LwQCARo0aAATExNc\nunQJGRkZOHDgAGbPno3Hjx+jTp068PX1Rb169ZCZmYmMjAyYmppiy5Yt8PHxwZ07d5CQkAB9fX1M\nnToVABASEoKpU6fixIkTSEhIQHp6Ot5KRbcW/93169cPkZGRSEpKQsuWLTFixIhKn4MyvfmmTJmC\nzp07IyQkBE5OTjLGj5qaGjZs2FDhA3G5XAQHByM9PR29evUCj8eT2V4TtMlqsxzHt7AclxYHqKng\nYMNW4P/9N7M9Kws4dw78zZuBmTNl5DAK9ycA565fZ8LAnZyYAsHB0FJVRXrTpvju0SNWxgNOTkjI\ny2P2Dw5GPUm4e1X3J/5ZPHhdeHB1dcXr9Nfge1sCAK5ZA5n/E2NT803optcQK+c/RXJiNHgmY3Df\n7z5cxWIYcDjgt2TCyl1NTUvUbx0QAAQHgweAk5aG4A8fkProESs3UaH2AojXAkb+x2hy9VLqhQF2\nAzA1hLmZXfjuArSEWqDlhFeprzBr5yz0aNQD4waPg5qyGpS8lOAT7QMjSehXF+qCaW2mwc7IrtTj\nZ0rpiI1NTAQ/OZndfjY/HxwOB5FKSkgRicDn8+Em0YJrUacOUoOCGLkVSe600/n58AgJAcABQKx8\nRmOXxohMiUTC8wQkhxbVP//vvxmD2skJY0xMMDoxEXmPHwM16PqvruUvIsdRVc+Gj3DSPnbsGObM\nmYPz58/Dx8cHY8eOxfr166EsxxleVVUVMTExiI+Ph7m5Odq3Z36HFy9eRMOGDTFmDBPh6OTkhMGD\nB+PMmTOsAOzgwYPRqlUrAMCIESPwyy+/AABUVFSQmZmJ0NBQtG7dGnZ2dpKuEPbs2YOnT59CT5IK\nYuHChRgxYgRWrVolty/+/v7Q1y8KDDAyMkJERASUlJSQl5eHFy9ewNDQEJaWllKnjEo4HXM4HHh6\nesLe3h4A83zv27cvu71z587o2bMn/Pz84OzsLNdpedeuXdi2bRvq1asHAFi+fDkaNGiAI0eO4OzZ\nsxgwYAB7/lauXIktW7bItEkaT09P9vPy5cuxefNmZGZmQlta47E8Sh0z+oysXLmS1q1bR3Z2dqzz\n1tu3b9lpstWrV9Pq1avZ8oVTYAkJCTLTZNJTYIVTaUSy02TSU2lERBMmTKCTJ0+WaNMXOhXVRm0f\nqufxeOR+aQnjwxEWVmIahwCi3bvl7qvn5yfXwba0V9ugICIi+iUigpa+elUt/RvXjOlDWMKnZaJO\nlkwRTX35ku2P84MHla6n9xwzajijaErpUvilStfxXvCejP4woqPnj1aofGF7H2dklFpm0+vXND08\nXKZ8SqHERzHq3L5NZ8IuEbxBputN2SnBQodxacaFhdGu+HgqqMC0WHFq+2+vKu6dX8P919vbmw4c\nOEDm5ua0bds2uWUSExNp/PjxVK9ePXJwcGBVGtauXUuqqqqkp6fHvrS0tGjKlClEROTp6UlLlixh\n6ynuY7NlyxZycXEhIyMjmjBhAmVkZNC7d++Iw+HI1Kmrq0va2tpy21beNNnx48epY8eOpK+vT0OH\nDmWDp+T5DLm6utLevXtl1l2+fJnatm1LBgYGpKenR6qqqrRs2TK5/SEi0tDQIB0dHZn2a2hoUHx8\nPE2aNInmzZsnU97MzEzuNJlIJKL58+eTtbU1Wx+Xy6VXcu7NZV1npU6Tbd68GXmSHBmlkZubi82b\nN5drcH348AFpaWkAgJycHFy/fh3Ozs4YMGAADh1iFKUPHTqE7yXZbQcMGICTJ08iPz8f0dHRiIiI\nQJs2bWBqagodHR0EBASAiHDkyBEMHDiQ3aewrrNnz6Jbt24AgJ49e+LatWtIS0tDamoqrl+/jl69\nyleYVvD1cSFDBOXMMKgmJDDJAYsjEMjdL02iJF5IWDnJDf1dXAAA+srKEH/EP82PwWbBWigvBRrX\nbfLRdSyPjobhvXsAgG22tohr1w6+jo54LBCAw+cjXywup4YiDi5/jNsr4yBeJgYtJ/S16Vv+TsUw\nrmOMpLlJMNcxL7dsqmTqCwCcyvi3pwSgQPKduBsa4nyzZtAvJQmlrrIyWlu6wt3WHW9/ectOCSpz\nS/7j98/IAAfMlKqCbxc3NzeMGDECz549k7vdxMQEu3fvRnx8PHbt2oUpU6YgKioKlpaW6NKlC1JT\nU9lXZmYmtm/fXqHjTp8+HUFBQQgJCUF4eDjWrVsHY2NjaGhoICQkhK0zLS0NGRkZH9W3YcOGwc/P\nD7GxseBwOJg/fz6AklNShUivz8vLww8//IB58+bh/fv3SE1NRd++fdkRHHl1WFpawtfXV+acZGdn\no169ejAzM5MRZc/JySk1t+Hx48fh4+ODmzdvIj09HdHR0XJHs8qjVGMoMTER1tbWmDhxIo4fP46H\nDx8iPDwcDx8+xPHjxzFx4sQKK9cnJCSga9eucHJyQtu2beHu7o5u3bphwYIFuH79OmxtbXHr1i0s\nWMAojDdt2hQeHh5o2rQp+vTpg7/++os9mX/99RfGjRsHGxsbNG7cGL179wYA/Pzzz0hOToaNjQ02\nbdqENWvWAAAMDAywdOlStG7dGm3atMHy5cvZIcVvidrqt7D74W6k5qQiwTABMO2F7jG5gJub/KzH\nkgR9xelrYAAAaKOtjfvOzrCTyjfTVPL5eyOjEvspczgQfWZjKCYGCAkB5o2YB9FKKt+HRw7h2dng\n8PlYGRsrs95CXR29JH0HgOxS/CFEYjEOJybKGCQmWiaw0LWokqntsq7NnfHxiMzOxmVJ7h5xOdIe\nShwOCogQl5uLC8nJyCvDwNNWUkKOmOAzzKfcfjzPykJmOf4ipVFbf3vfCqtWrYJA8kdKIBDAz88P\nzZo1k1v2zJkz7ENcT08PHA4HSkpK6N+/P8LDw3H06FEIhUIIhUI8ePAAYWFhAEpO+0gTFBSEgIAA\nCIVCaGpqQl1dHUpKSuBwOBg/fjxmzZqFpCQm6358fDyuXbtW6T6Gh4fj1q1byMvLg5qaGnsMADA1\nNUVMTEyJNkov5+fnIz8/H0ZGRuByubhy5YpMO0xMTJCcnCxjqE2aNAmLFi1CnCRxaVJSEnx8fAAA\nP/74Iy5cuID//vsP+fn58Pb2LvUcCQQCqKmpwcDAAFlZWVi0aFGl+1/YoVJ5//49/fHHH9S1a1cy\nNjYmFRUVqlu3LnXv3p02bNhAH2qR6GA5p0JBDSRflE9YY8pM1ewdwoRNewwumhbr25d519AgGjOG\nSCpnVnGUeDxqFhhIDyVTMOPDwugnScRGjkhEYrGYNsbF0V6pOtbHxdGvEREf3f6YnBwCjyc3l1Eh\nZmZEHA5RYmKpRcpF+84dmci4G1IRG0RMqLrunTv0oZTpJFNJ/p4ewcH0ID394xvyEYDHIxt//wpH\n7u2Kj6dxYWGkfvs2gcejW8X6Ko1DQAA9KydPVJpQSCECAdW9e5cSJCkXFMhSFffOmnz/9fLyIktL\nS9LT0yMTExPy9PSk/FJ+K/PmzSNzc3PS0tIia2tr2rNnD7vt5cuX1K9fPzI2NiZDQ0Pq1q0bG63t\n6elJS5cuZcvyeDyysLAgIqKbN2+So6MjaWlpkZGREY0cOZIN7c/NzaVFixZRo0aNSEdHh+zt7Wnr\n1q1y23bw4EFSUlKSyTOkpaVFQUFB9PTpU2rTpg1pa2uTgYEBubu7sy4sycnJ7PRZYUS5q6sr7du3\nT6b+7du3k4mJCenp6dGoUaNo2LBhMn0aO3YsGRoakr6+PhtNtmHDBrKzsyNtbW2ytrYOL/lgAAAg\nAElEQVSmxYsXy7RXOprM3Nyc7t69S0TMlOWoUaOIiIlWGzhwIGlra5OVlRUdPnyYuFyuTDReIWVd\nZ2VmoP6W+BoyoH4KtUmbzHarLX7v+jvUlTQwMFEyZSJxlmXFWFNSGGfbzExGr6sc1G7fhoWaGv5t\n1gzNKqhRtvnNG0Tn5GCTjQ0AQEyEt3l5rECnPAoKgOhoQEcH2Jkdg+UxMQAAKvbdCIXAli2MNJeR\nEbBxIx9Dh7qWqK882jx8iAeZmTjVtCk8JJFX8qh77x6etW4NEzkRd+PCwvAkKwtBmZnsumetWlX4\nPJVHaddmhkgE3bt32eWRJiY4InHYLI19CQk4/f49rqWmop6qKuLbl9QnK8TpwQMcbNKk1Gm3x5mZ\naPmwSGA3v3NnqHArrWBUq3578vhWMlCvXLkSnp6eMs7FCqoHgUAAfX19REZGflIG8LKus8r/shUo\n+ILkifIQodMJQ64swsX3MTLbuAUFIA6H0cPS1we0tStkCAFAPhGicnOhXomHnTKHA6HUD0vp9m1Y\n+PvjXX4+8sViNPT3B4fPxzMpX6Xz5xmJrrZtAcMyBFVfvQJWrQLWrGFUIioyQ8NPTcX+hISiOnJy\n8EBiwPxQTioAZcn0kjzyiDDd3BwLLS0x3swMANA8KKj8Bn0C86KiZAwhcnUt1xACGJ+haxKx2VlS\nKTXkUdY058vsbBlDCMBHGUIKag/Lli1TGELVyIULF5CdnY2srCzMmTMHjo6On1UKpdp+3a9fv2bz\nCzVr1owNk0tJSUGPHj1ga2uLnj17so7WAKM/YmNjgyZNmsjMPz58+BDNmzeHjY0NZs4sUiTPy8vD\nkCFDYGNjg3bt2iFWykfi0KFDsLW1ha2tLQ4fPlwNPa5Z1JZ/pur/UwcajAIcVmLPC5+iDU5OmHjh\nAjhE8nWyKkid4rplZVDaw/Rdfj4uJScjJpcRi3UMCsI/kjn9zEygc2fGfSmnoABDjI2hKfWQff0a\nePqUkR2zsmLkyZSVgVatXMttj9uTJ/j55Utw+Hxw+Hx4S0adNlpbQ6kcnxilUvoiEIkQkZ0NbSUl\nrGrUCLvt7PCsVSsoczhMqHsVIH1tEhGOJCZinSQ/kKueXrl+QtIkS7VpUjmGcFnGUBMpzbG/bGxk\nvqPKUlt+ewoUVCc+Pj4wNzeHubk5oqKicPLkyc96vGozhlRUVLBx40a8ePEC/v7+2L59O0JDQ7Fm\nzRr06NED4eHh6NatG+v4HBISglOnTiEkJAS+vr6YMmUKO7w1efJk7Nu3DxEREYiIiICvry8AYN++\nfTA0NERERARmz57NesOnpKRg5cqVCAwMRGBgIFasWCFjdCmoeaTnpoOzgoM7sXdkN5hKMg1q1APs\nF8ts+mvzZmYkqIwRl/KQN01UGsocDvYkJKChvz+eSo3+tAgKKlHP3KgohGVlIS8P0NJidElzxGLU\nU1NDtliM6RERAIA2bYChQ5lRoc6dJcdRZoTs//oLkBr4KUGHYqroR969wwQzM8ySJCMtry/yRoa0\n795FQGYmHOrUYdc109JCa21tPColOu9T4N6+jdESp1JBp07gOTlVykn7jCSg40OHDuWKopZlDGly\nuZhpbg5ydcVkc3MIOnWqcBsUKFDw6ezZs4eNkLt+/TpsJO4In4tqM4ZMTU3hJElop6WlBXt7e8TH\nx8PHx4dNRDVmzBj8+++/AIDz589j2LBhUFFRgZWVFRo3boyAgAAkJCQgMzMTbSThz6NHj2b3ka7r\nhx9+wM2bNwEwGTx79uwJPT096OnpoUePHqwB9a1QmDStJvIh+wM4KzjgrODgWtQ1NNzcEL6RvoCx\nK7oc6grOCg4uR1zGL1d/AezmyeybMXo0NgQG4vDcucyKP//8pLZUJnRamcMBAYjJzcXQ+xGA1HM1\nTyxGF11dkKsrOurq4lVuLuwfPEBkJFCnTpExVDhVtk2SFT0zEwgMZEaHNm6UHEcZWL2aj6lTAR8f\nlEqOJHLKUk2NXTfVvPywdUj60EiSsqKQ++npAABfR8eiTN4S9JSVIfjI6KriFL82e+rrI7F9+0qN\n0hVyxsEBK62sypyCLKQsY8hJSws/Sk0tfkrUXE3+7SlQoIDhi0yCx8TE4PHjx2jbtq1CkkMBXrx/\nAWjUB7Rs0OtoL8SkxWDohWlA0+WAaV9A2x79jvfDRn/GOngeFYWBOVmwjYuD9uvXmD1/PiwKfVi6\ndv3odqhW8oEnnZcnVDUdEAPTJcZHr4FixEQyP6+mUobEtWuMv5BIBKyOi8MHoRBrGjXCUIlzc14e\nIGXLAGCMocJBmFyhGEZ37+JwYiL6PC2SjEjMy8MjgQAzzM0R+913EHTqhMyOHeFYSSdn7u3bGBkS\ngpZBQeggSb0vHX5fiCqHU6m8RBXFQk0Ne+zsKjVCJ7O/ujqWVjArcnGfL2nuZ2SUuk2BAgW1j7LH\nkT8DAoEAP/zwAzZv3lwiVfaXluSozXIchetqSnukl3e9uACo/so0skuRHAYTIfZL0TIAsw8f4DBu\nHKbp6iJqyBBIwwfgKvk3X9n2NHn5EmusrYvqqsD+D9+9AySGPIKDARGwzq0ztsbHw9bxJhIfCoCf\nWmC7jQ36vX6NgY9eIDDQFUTANOEmIBgY1rIlwtJysefcTUzf8R5isSuUlWWPp6EBPHsGaGjwEabu\niGSRCFPPnGFGZhwdwZFIgwDAasl0zgM/v0r137egAN+/eIFcR0cce/+ere+2JM198fLpQUF4rKuL\nQYMHf9T5ll4ulHgAAJGqKpQ5nGq5/lIjI5Er+ZPE5/NBRHhjb884nQcH44VAALf+/au0fzXh9/ap\ny/wvIcehQMFnplpD64VCIfr3748+ffpg1qxZAIAmTZqAz+fD1NQUCQkJcHNzQ1hYGOs7VJiIsXfv\n3lixYgUaNGgANzc3VuDuxIkTuHPnDnbs2IHevXvD29sb7dq1g0gkgpmZGSuKx+fzsXPnTgDAxIkT\n0bVrVwyReph+DaGdtQ2RWIT4jHhYHRkKNF9dYnvvgABcb9UKBVLTJWzovDy6dweuX/8cTZXLkcRE\njA4Lwy5bW0wMZ4RVxV1coXEmAG3STRDFESB+HJOcLb9ADDX+HYi7ukIsBpT9+ACA9827YPvjD1j7\nJBHjYpqjbl1g6VLZ47x/z7z27AG2DOKX2p59dnYYK4n2+hjyxWIIiXA5ORk/GhuX+cdkVGgoeujr\nY7RE+0weBUTlOm5LE5mdDZvAQKR06FBq1uiqhCN5wO+0tcXEevVwLz0dHaWEKIunO1Agn6q4dxoY\nGCBVEgWoQMHnQl9fHymSBK7FqbZpMiLCzz//jKZNm7KGEACFJEc1UfjPriah8psKrDZbAbpO2BMc\njEMBAeCIxTD78AHmSUm4smABDpw/jwF37wJEMJJEZ0FaAiY2FnB1BX/48E8yhHx9gUOHmPw+FWWk\niQnet2+PMVIGgUgEQMiFn00M3jb+UFS4gMPEfYOgpARwCzhoOLEzDh3gACIutPQIW7eWNIQARmz+\nwwc+irntyGClri7Tjo9BlctFHSUl/FS3brkjtGrlTJMl5uVB+fZtjH/5EiJJOXkPzGfPACcnPrp0\nAfotTEcDsWa1GELShGRlAQAb/QcAO6rQWbMm/vZqGikpKayEguKleH2uV2mGEFCN02T37t3D0aNH\n4ejoCGdnZwBM6PyCBQvg4eGBffv2wcrKCqdPnwYgK8mhrKxcQpLD09MTOTk56Nu3r4wkx6hRo2Bj\nYwNDQ0M2FE9akgPANyvJ8SUoEBfgxqsbmOk7E+HJ4RAvZx6MUSlRkhJcOOe7YNzs8QCA0cX2H7V1\nK0YVr3TMGCY2/dAhwNIS4PGAT3zgeHoCaWmAiwtQSqb9EkRGcrB7t8S3pR/zJhQCEHGgm68KtVht\nwJVZX1DAAUSMw64yALESYeiPHOTlARliET5YpzD6YGUk9lNWBtSyVRDTrRWShELYaGjgWmoq4vPy\nMLmCjtJVhSqXizxijJvcggJoSKblzjo44EhiIs5LdIT2JiRgb0ICZtevj7+TkhAn0TtcYGmJ1Y0a\nISSEqW/lSmD+XTEK3ulWWx+CXFzQ6uFDbImPx/H2NshvqQwsZLYNKSNBpQIFCmofigzUEhTTZJ+H\nGVdmYGvgVnb5+eTncKjrgD/v/4k575UBvRb4e9kyDJY8TMvFzw/o2LHK22lkBGhoMEkRW7as2D47\ndwIHDwI//ABsaRqEN3UEcN/giovfP4CSVTYsz9ni0lRm2iorC2iVycfUevWwsXFjaNy5gyV8xn9I\n3zkLs/UYLbWp9ephm62t3OP5+AAD6S4iO7SBtdHHORhXFbMiIqDC5cJNTw+PMjOxVJLTSJrAli3x\nv9hY1jCSx8D0BsjnGeHyJm303fcGH1RzEDjq84bQFpInFkP9DpO64b2DK/7H/4BDBbFY3ckUE+vV\n+6L+i18TinungtpAtTtQK6gdxGfEV0htvHieoGY7mkFLVQu9GveGOTywZ/589AkMBJYtA6ZOBQYM\nAAICmMLv3zPpl3ftYhIp5ud/FkMIYDI8a2hUbpqsoIAZSZo7F5jHZ8K9xowBLhhmQQQgUyUfkllf\nhp3A9rdvsdbaGqpcLlRVmSgxk1xm/stCTQ0ROTmlHs/dnYDbIuTlffmH9MXkZETl5mK9JDniODMz\n7La1xZb4eCTm52N1o0YAgH+bNwcRIUcshqaU79f1lBT0fPoU53Vjod7rLYAOIGUxOMLqC3BV43Jx\nUs8Fnk9fwtgVqKNDUI1TxaRqHmWrKeTmAsbGRZGLAJP8U5IRRYGCWo3CGPpGkI4kqwgisQiCfAH0\n1EtOJ6bmpKL+xvow1jTGg/EP0ECvZIp0IsLmgM2IS4vHhobbUPfwOZilpKDbwMcQ5AsQ8NgPb1af\nL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LiLFy/y2muv4eTkhJOTE87OzlXPpyiKojSNCoYUpYUdO3aMzMxM+vfvz+TJ\nkxk9ejQZGRnk5+czc+bMqtVjGo2m3rGdO3fm008/JS8vr+pWXFzMI4880tzNUBRFeWCpYEhRmlnl\ncNe1a9fYtm0bkyZNYurUqQQGBlJUVISTkxOWlpYkJCSwbt26qiDIxcUFrVbLhQsXqp5r5syZLFiw\ngKSkJEDOJ9q0aVPzN0pRFOUBZt7SJ6AopiYyMhJzc3O0Wi0BAQHMnj2bmTNnArB8+XJmz57NrFmz\nGDRoEBMmTCA/Px8AW1tb3nnnHfr37095eTnff/89o0ePpqioiIkTJ3Lx4kUcHR0ZNmwY48ePb8km\nKoqiPFA0QiUtURRFURTFhKlhMkVRFEVRTJoKhhRFURRFMWkqGFIURVEUxaSpYEhRFEVRFJOmgiFF\nURRFUUyaCoYURVEURTFpKhhSFEVRFMWkqWBIURRFURSTpoIhRVEURVFM2v8CWa2ROxyVyakAAAAA\nSUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x4f8d110>"
       ]
      }
     ],
     "prompt_number": 133
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    }
   ],
   "metadata": {}
  }
 ]
}